In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fb1ea3f8048>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 128, 128, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fb1ea331a58>
len(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
202599
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_images = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], name='input_images')
z = tf.placeholder(tf.float32, [None, z_dim], name='z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return input_images, z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def leaky_relu(x, alpha=0.2, name='leaky_relu'):
return tf.maximum(x, alpha * x, name=name)
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse): # finish this
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
relu1 = leaky_relu(x1)
# 14x14x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = leaky_relu(bn2)
# 7x7x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = leaky_relu(bn3)
relu3 = tf.nn.dropout(relu3, 0.9)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=(not is_train)):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = leaky_relu(x1)
x1 = tf.nn.dropout(x1, 0.5)
# 7x7x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=1, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = leaky_relu(x2)
#x2 = tf.nn.dropout(x2, 0.5)
# 7x7x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = leaky_relu(x3)
x3 = tf.nn.dropout(x3, 0.5)
# 14x14x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
# 28x28x3 now
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim, is_train=True)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * 0.9))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake) * 0.9))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake) * 0.9))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
#print(data_shape)
#print(data_shape[1], data_shape[2])
#print(data_image_mode)
#print(z_dim)
tf.reset_default_graph()
image_channels = 3 if data_image_mode == 'RGB' else 1
input_real, input_z, tmp = model_inputs(data_shape[1], data_shape[2], image_channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
sample_z = np.random.uniform(-1, 1, size=(72, z_dim))
samples, losses = [], []
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
#Normalize real images
batch_images = batch_images * 2
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, n_images, input_z, image_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
print_every=10
show_every=100
n_images=72
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.6245... Generator Loss: 2.9767 Epoch 1/2... Discriminator Loss: 1.0137... Generator Loss: 0.9982 Epoch 1/2... Discriminator Loss: 1.7816... Generator Loss: 0.5153 Epoch 1/2... Discriminator Loss: 0.6495... Generator Loss: 1.5672 Epoch 1/2... Discriminator Loss: 0.4990... Generator Loss: 2.6239 Epoch 1/2... Discriminator Loss: 0.5766... Generator Loss: 1.9216 Epoch 1/2... Discriminator Loss: 0.8263... Generator Loss: 3.4052 Epoch 1/2... Discriminator Loss: 0.9474... Generator Loss: 1.0935 Epoch 1/2... Discriminator Loss: 0.9372... Generator Loss: 1.2252 Epoch 1/2... Discriminator Loss: 0.6996... Generator Loss: 2.1619
Epoch 1/2... Discriminator Loss: 0.6912... Generator Loss: 1.5775 Epoch 1/2... Discriminator Loss: 0.6713... Generator Loss: 2.5430 Epoch 1/2... Discriminator Loss: 0.9356... Generator Loss: 2.7339 Epoch 1/2... Discriminator Loss: 0.9246... Generator Loss: 2.4588 Epoch 1/2... Discriminator Loss: 0.7745... Generator Loss: 2.3736 Epoch 1/2... Discriminator Loss: 0.8916... Generator Loss: 1.5773 Epoch 1/2... Discriminator Loss: 0.8451... Generator Loss: 1.2032 Epoch 1/2... Discriminator Loss: 0.9747... Generator Loss: 0.9371 Epoch 1/2... Discriminator Loss: 0.7633... Generator Loss: 2.0545 Epoch 1/2... Discriminator Loss: 0.8650... Generator Loss: 1.1298
Epoch 1/2... Discriminator Loss: 0.7974... Generator Loss: 1.3735 Epoch 1/2... Discriminator Loss: 0.9134... Generator Loss: 1.1237 Epoch 1/2... Discriminator Loss: 1.2249... Generator Loss: 0.7630 Epoch 1/2... Discriminator Loss: 0.7537... Generator Loss: 1.2057 Epoch 1/2... Discriminator Loss: 0.8802... Generator Loss: 1.4971 Epoch 1/2... Discriminator Loss: 0.7176... Generator Loss: 1.4501 Epoch 1/2... Discriminator Loss: 0.9341... Generator Loss: 2.5643 Epoch 1/2... Discriminator Loss: 1.2729... Generator Loss: 3.1533 Epoch 1/2... Discriminator Loss: 0.7595... Generator Loss: 2.0608 Epoch 1/2... Discriminator Loss: 0.7426... Generator Loss: 1.3723
Epoch 1/2... Discriminator Loss: 0.7222... Generator Loss: 1.6877 Epoch 1/2... Discriminator Loss: 0.9035... Generator Loss: 2.3029 Epoch 1/2... Discriminator Loss: 0.7562... Generator Loss: 1.2797 Epoch 1/2... Discriminator Loss: 0.8669... Generator Loss: 1.0032 Epoch 1/2... Discriminator Loss: 0.6931... Generator Loss: 1.5528 Epoch 1/2... Discriminator Loss: 0.6310... Generator Loss: 1.6585 Epoch 1/2... Discriminator Loss: 0.8270... Generator Loss: 1.1692 Epoch 1/2... Discriminator Loss: 0.7901... Generator Loss: 2.0759 Epoch 1/2... Discriminator Loss: 0.7465... Generator Loss: 1.6035 Epoch 1/2... Discriminator Loss: 1.3024... Generator Loss: 0.6725
Epoch 1/2... Discriminator Loss: 0.6227... Generator Loss: 1.8583 Epoch 1/2... Discriminator Loss: 0.8924... Generator Loss: 2.8623 Epoch 1/2... Discriminator Loss: 1.2388... Generator Loss: 0.6938 Epoch 1/2... Discriminator Loss: 1.0535... Generator Loss: 0.8355 Epoch 1/2... Discriminator Loss: 0.7898... Generator Loss: 2.4401 Epoch 1/2... Discriminator Loss: 1.1715... Generator Loss: 0.8321 Epoch 1/2... Discriminator Loss: 0.9731... Generator Loss: 2.8267 Epoch 1/2... Discriminator Loss: 0.7151... Generator Loss: 1.5583 Epoch 1/2... Discriminator Loss: 0.8225... Generator Loss: 2.1567 Epoch 1/2... Discriminator Loss: 0.6531... Generator Loss: 1.7604
Epoch 1/2... Discriminator Loss: 0.6940... Generator Loss: 1.3514 Epoch 1/2... Discriminator Loss: 0.6743... Generator Loss: 1.4088 Epoch 1/2... Discriminator Loss: 0.7445... Generator Loss: 1.5115 Epoch 1/2... Discriminator Loss: 0.7470... Generator Loss: 1.3462 Epoch 1/2... Discriminator Loss: 0.9697... Generator Loss: 2.1914 Epoch 1/2... Discriminator Loss: 0.7342... Generator Loss: 1.5046 Epoch 1/2... Discriminator Loss: 0.8645... Generator Loss: 2.1115 Epoch 1/2... Discriminator Loss: 0.8176... Generator Loss: 1.1193 Epoch 1/2... Discriminator Loss: 0.8198... Generator Loss: 1.2709 Epoch 1/2... Discriminator Loss: 0.7651... Generator Loss: 1.7586
Epoch 1/2... Discriminator Loss: 0.7812... Generator Loss: 1.4344 Epoch 1/2... Discriminator Loss: 0.9991... Generator Loss: 0.9287 Epoch 1/2... Discriminator Loss: 1.0186... Generator Loss: 2.8117 Epoch 1/2... Discriminator Loss: 0.8363... Generator Loss: 1.0562 Epoch 1/2... Discriminator Loss: 0.8522... Generator Loss: 1.1088 Epoch 1/2... Discriminator Loss: 0.8408... Generator Loss: 1.1924 Epoch 1/2... Discriminator Loss: 0.9341... Generator Loss: 0.9994 Epoch 1/2... Discriminator Loss: 0.7437... Generator Loss: 2.0655 Epoch 1/2... Discriminator Loss: 0.8869... Generator Loss: 1.0442 Epoch 1/2... Discriminator Loss: 1.1579... Generator Loss: 2.4525
Epoch 1/2... Discriminator Loss: 0.7294... Generator Loss: 1.3088 Epoch 1/2... Discriminator Loss: 0.7150... Generator Loss: 2.2776 Epoch 1/2... Discriminator Loss: 0.7130... Generator Loss: 1.3028 Epoch 1/2... Discriminator Loss: 0.8543... Generator Loss: 1.1291 Epoch 1/2... Discriminator Loss: 0.7428... Generator Loss: 1.5942 Epoch 1/2... Discriminator Loss: 0.7935... Generator Loss: 1.3099 Epoch 1/2... Discriminator Loss: 0.7547... Generator Loss: 1.5581 Epoch 1/2... Discriminator Loss: 0.6600... Generator Loss: 1.9245 Epoch 1/2... Discriminator Loss: 1.0393... Generator Loss: 0.8040 Epoch 1/2... Discriminator Loss: 1.1287... Generator Loss: 0.8268
Epoch 1/2... Discriminator Loss: 0.8168... Generator Loss: 2.6359 Epoch 1/2... Discriminator Loss: 0.7622... Generator Loss: 1.8338 Epoch 1/2... Discriminator Loss: 0.8179... Generator Loss: 2.1429 Epoch 1/2... Discriminator Loss: 0.7098... Generator Loss: 1.8643 Epoch 1/2... Discriminator Loss: 0.9634... Generator Loss: 2.5022 Epoch 1/2... Discriminator Loss: 0.8073... Generator Loss: 1.5668 Epoch 1/2... Discriminator Loss: 1.1385... Generator Loss: 1.0048 Epoch 1/2... Discriminator Loss: 0.7744... Generator Loss: 1.8734 Epoch 1/2... Discriminator Loss: 0.7984... Generator Loss: 1.7751 Epoch 1/2... Discriminator Loss: 0.7908... Generator Loss: 2.1333
Epoch 1/2... Discriminator Loss: 0.7909... Generator Loss: 2.1846 Epoch 1/2... Discriminator Loss: 0.7712... Generator Loss: 1.3055 Epoch 1/2... Discriminator Loss: 0.7558... Generator Loss: 1.5152 Epoch 2/2... Discriminator Loss: 0.7651... Generator Loss: 1.0291 Epoch 2/2... Discriminator Loss: 0.7049... Generator Loss: 1.4845 Epoch 2/2... Discriminator Loss: 0.6775... Generator Loss: 1.3491 Epoch 2/2... Discriminator Loss: 0.8421... Generator Loss: 1.0910 Epoch 2/2... Discriminator Loss: 0.5960... Generator Loss: 2.3230 Epoch 2/2... Discriminator Loss: 0.9060... Generator Loss: 1.1126 Epoch 2/2... Discriminator Loss: 0.7660... Generator Loss: 1.3537
Epoch 2/2... Discriminator Loss: 0.6802... Generator Loss: 2.3995 Epoch 2/2... Discriminator Loss: 0.6493... Generator Loss: 1.4586 Epoch 2/2... Discriminator Loss: 0.6951... Generator Loss: 1.4114 Epoch 2/2... Discriminator Loss: 1.0467... Generator Loss: 3.2419 Epoch 2/2... Discriminator Loss: 0.7865... Generator Loss: 1.3365 Epoch 2/2... Discriminator Loss: 0.6522... Generator Loss: 1.6062 Epoch 2/2... Discriminator Loss: 0.6898... Generator Loss: 1.3831 Epoch 2/2... Discriminator Loss: 0.6129... Generator Loss: 1.3785 Epoch 2/2... Discriminator Loss: 0.6951... Generator Loss: 1.6526 Epoch 2/2... Discriminator Loss: 0.7244... Generator Loss: 2.0985
Epoch 2/2... Discriminator Loss: 1.0468... Generator Loss: 0.9217 Epoch 2/2... Discriminator Loss: 1.8277... Generator Loss: 0.5884 Epoch 2/2... Discriminator Loss: 0.6979... Generator Loss: 1.8886 Epoch 2/2... Discriminator Loss: 0.6130... Generator Loss: 1.7002 Epoch 2/2... Discriminator Loss: 0.7021... Generator Loss: 1.2217 Epoch 2/2... Discriminator Loss: 0.6301... Generator Loss: 1.8620 Epoch 2/2... Discriminator Loss: 0.6241... Generator Loss: 1.3852 Epoch 2/2... Discriminator Loss: 0.6349... Generator Loss: 1.8054 Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.3355 Epoch 2/2... Discriminator Loss: 0.6499... Generator Loss: 2.8447
Epoch 2/2... Discriminator Loss: 0.5790... Generator Loss: 2.4466 Epoch 2/2... Discriminator Loss: 0.5659... Generator Loss: 1.8519 Epoch 2/2... Discriminator Loss: 1.1058... Generator Loss: 0.8560 Epoch 2/2... Discriminator Loss: 0.7394... Generator Loss: 1.6422 Epoch 2/2... Discriminator Loss: 0.6778... Generator Loss: 1.5480 Epoch 2/2... Discriminator Loss: 0.6329... Generator Loss: 1.5064 Epoch 2/2... Discriminator Loss: 0.5422... Generator Loss: 2.0499 Epoch 2/2... Discriminator Loss: 0.6393... Generator Loss: 1.8008 Epoch 2/2... Discriminator Loss: 1.1323... Generator Loss: 0.9545 Epoch 2/2... Discriminator Loss: 0.6348... Generator Loss: 1.4842
Epoch 2/2... Discriminator Loss: 0.6767... Generator Loss: 1.3500 Epoch 2/2... Discriminator Loss: 0.5498... Generator Loss: 2.2581 Epoch 2/2... Discriminator Loss: 0.6536... Generator Loss: 1.5250 Epoch 2/2... Discriminator Loss: 0.5543... Generator Loss: 2.2376 Epoch 2/2... Discriminator Loss: 0.5765... Generator Loss: 2.7998 Epoch 2/2... Discriminator Loss: 0.5975... Generator Loss: 1.5872 Epoch 2/2... Discriminator Loss: 0.5594... Generator Loss: 1.8686 Epoch 2/2... Discriminator Loss: 0.4809... Generator Loss: 2.5594 Epoch 2/2... Discriminator Loss: 0.5731... Generator Loss: 1.6062 Epoch 2/2... Discriminator Loss: 0.6706... Generator Loss: 2.7023
Epoch 2/2... Discriminator Loss: 0.4474... Generator Loss: 2.6610 Epoch 2/2... Discriminator Loss: 0.9650... Generator Loss: 3.6070 Epoch 2/2... Discriminator Loss: 0.7809... Generator Loss: 1.2702 Epoch 2/2... Discriminator Loss: 0.5835... Generator Loss: 1.8560 Epoch 2/2... Discriminator Loss: 0.5558... Generator Loss: 2.6113 Epoch 2/2... Discriminator Loss: 0.4653... Generator Loss: 2.5278 Epoch 2/2... Discriminator Loss: 0.5101... Generator Loss: 2.3245 Epoch 2/2... Discriminator Loss: 0.5462... Generator Loss: 2.2318 Epoch 2/2... Discriminator Loss: 0.5859... Generator Loss: 1.7611 Epoch 2/2... Discriminator Loss: 0.4761... Generator Loss: 2.5345
Epoch 2/2... Discriminator Loss: 0.6674... Generator Loss: 1.5370 Epoch 2/2... Discriminator Loss: 0.6556... Generator Loss: 1.4956 Epoch 2/2... Discriminator Loss: 0.4788... Generator Loss: 2.2320 Epoch 2/2... Discriminator Loss: 0.6248... Generator Loss: 1.6950 Epoch 2/2... Discriminator Loss: 0.5122... Generator Loss: 1.9849 Epoch 2/2... Discriminator Loss: 0.5562... Generator Loss: 1.5465 Epoch 2/2... Discriminator Loss: 0.4867... Generator Loss: 2.3317 Epoch 2/2... Discriminator Loss: 0.4369... Generator Loss: 2.3191 Epoch 2/2... Discriminator Loss: 0.4920... Generator Loss: 2.4979 Epoch 2/2... Discriminator Loss: 0.5907... Generator Loss: 1.5902
Epoch 2/2... Discriminator Loss: 0.5985... Generator Loss: 1.9360 Epoch 2/2... Discriminator Loss: 0.5968... Generator Loss: 1.7263 Epoch 2/2... Discriminator Loss: 1.7910... Generator Loss: 0.6952 Epoch 2/2... Discriminator Loss: 0.6977... Generator Loss: 1.6151 Epoch 2/2... Discriminator Loss: 0.7014... Generator Loss: 1.4535 Epoch 2/2... Discriminator Loss: 0.5125... Generator Loss: 2.0084 Epoch 2/2... Discriminator Loss: 0.5968... Generator Loss: 1.5442 Epoch 2/2... Discriminator Loss: 0.4932... Generator Loss: 1.9745 Epoch 2/2... Discriminator Loss: 0.5175... Generator Loss: 2.1164 Epoch 2/2... Discriminator Loss: 0.4435... Generator Loss: 2.6054
Epoch 2/2... Discriminator Loss: 0.7465... Generator Loss: 2.1159 Epoch 2/2... Discriminator Loss: 0.6164... Generator Loss: 2.6248 Epoch 2/2... Discriminator Loss: 0.4860... Generator Loss: 2.0363 Epoch 2/2... Discriminator Loss: 0.5347... Generator Loss: 2.3040 Epoch 2/2... Discriminator Loss: 0.4993... Generator Loss: 2.2116 Epoch 2/2... Discriminator Loss: 0.5669... Generator Loss: 2.4707 Epoch 2/2... Discriminator Loss: 0.4747... Generator Loss: 2.0735 Epoch 2/2... Discriminator Loss: 0.5194... Generator Loss: 2.0785 Epoch 2/2... Discriminator Loss: 0.5438... Generator Loss: 1.7991 Epoch 2/2... Discriminator Loss: 0.7547... Generator Loss: 1.4595
Epoch 2/2... Discriminator Loss: 0.4987... Generator Loss: 2.0921 Epoch 2/2... Discriminator Loss: 0.5857... Generator Loss: 1.4736 Epoch 2/2... Discriminator Loss: 0.5184... Generator Loss: 1.7460 Epoch 2/2... Discriminator Loss: 0.5502... Generator Loss: 1.7678 Epoch 2/2... Discriminator Loss: 0.4701... Generator Loss: 2.4643 Epoch 2/2... Discriminator Loss: 1.2198... Generator Loss: 0.7660 Epoch 2/2... Discriminator Loss: 0.6272... Generator Loss: 2.2891
--------------------------------------------------------------------------- IndexError Traceback (most recent call last) <ipython-input-14-613f1862f85f> in <module>() 16 with tf.Graph().as_default(): 17 train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches, ---> 18 mnist_dataset.shape, mnist_dataset.image_mode) /usr/local/lib/python3.5/contextlib.py in __exit__(self, type, value, traceback) 64 if type is None: 65 try: ---> 66 next(self.gen) 67 except StopIteration: 68 return /usr/local/lib/python3.5/site-packages/tensorflow/python/framework/ops.py in get_controller(self, default) 3682 finally: 3683 if self._enforce_nesting: -> 3684 if self.stack[-1] is not default: 3685 raise AssertionError( 3686 "Nesting violated for default stack of %s objects" IndexError: list index out of range
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
print_every=1
show_every=10
n_images=72
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 1.6370... Generator Loss: 0.6965 Epoch 1/1... Discriminator Loss: 0.9613... Generator Loss: 1.1012 Epoch 1/1... Discriminator Loss: 0.8910... Generator Loss: 1.4954 Epoch 1/1... Discriminator Loss: 0.6458... Generator Loss: 1.7962 Epoch 1/1... Discriminator Loss: 0.6594... Generator Loss: 1.7604 Epoch 1/1... Discriminator Loss: 0.5916... Generator Loss: 2.0987 Epoch 1/1... Discriminator Loss: 0.5110... Generator Loss: 2.5220 Epoch 1/1... Discriminator Loss: 0.5584... Generator Loss: 2.0564 Epoch 1/1... Discriminator Loss: 0.5264... Generator Loss: 2.2422 Epoch 1/1... Discriminator Loss: 0.7018... Generator Loss: 1.6343
Epoch 1/1... Discriminator Loss: 0.4708... Generator Loss: 3.2848 Epoch 1/1... Discriminator Loss: 0.5119... Generator Loss: 2.7142 Epoch 1/1... Discriminator Loss: 0.6466... Generator Loss: 1.6043 Epoch 1/1... Discriminator Loss: 0.5045... Generator Loss: 3.6357 Epoch 1/1... Discriminator Loss: 0.4766... Generator Loss: 2.7198 Epoch 1/1... Discriminator Loss: 0.5641... Generator Loss: 2.2540 Epoch 1/1... Discriminator Loss: 0.4674... Generator Loss: 3.1834 Epoch 1/1... Discriminator Loss: 0.6882... Generator Loss: 1.5283 Epoch 1/1... Discriminator Loss: 0.4084... Generator Loss: 4.0102 Epoch 1/1... Discriminator Loss: 0.4152... Generator Loss: 3.3829
Epoch 1/1... Discriminator Loss: 0.5841... Generator Loss: 1.7559 Epoch 1/1... Discriminator Loss: 0.5512... Generator Loss: 4.3501 Epoch 1/1... Discriminator Loss: 0.5637... Generator Loss: 2.1702 Epoch 1/1... Discriminator Loss: 0.4291... Generator Loss: 3.2059 Epoch 1/1... Discriminator Loss: 0.4851... Generator Loss: 2.5983 Epoch 1/1... Discriminator Loss: 0.5854... Generator Loss: 1.7212 Epoch 1/1... Discriminator Loss: 0.4383... Generator Loss: 4.4280 Epoch 1/1... Discriminator Loss: 0.4317... Generator Loss: 3.2620 Epoch 1/1... Discriminator Loss: 0.4403... Generator Loss: 2.9409 Epoch 1/1... Discriminator Loss: 0.4330... Generator Loss: 3.4628
Epoch 1/1... Discriminator Loss: 0.4538... Generator Loss: 2.6600 Epoch 1/1... Discriminator Loss: 0.4190... Generator Loss: 3.7027 Epoch 1/1... Discriminator Loss: 0.4123... Generator Loss: 3.0996 Epoch 1/1... Discriminator Loss: 0.4116... Generator Loss: 3.2595 Epoch 1/1... Discriminator Loss: 0.4027... Generator Loss: 3.4308 Epoch 1/1... Discriminator Loss: 0.8103... Generator Loss: 1.2528 Epoch 1/1... Discriminator Loss: 0.6628... Generator Loss: 7.2769 Epoch 1/1... Discriminator Loss: 0.4528... Generator Loss: 3.7128 Epoch 1/1... Discriminator Loss: 0.9323... Generator Loss: 1.1248 Epoch 1/1... Discriminator Loss: 1.0316... Generator Loss: 7.0197
Epoch 1/1... Discriminator Loss: 0.5436... Generator Loss: 2.4296 Epoch 1/1... Discriminator Loss: 0.7828... Generator Loss: 1.5364 Epoch 1/1... Discriminator Loss: 0.5224... Generator Loss: 5.9282 Epoch 1/1... Discriminator Loss: 0.4034... Generator Loss: 4.7734 Epoch 1/1... Discriminator Loss: 0.5879... Generator Loss: 1.9454 Epoch 1/1... Discriminator Loss: 0.4642... Generator Loss: 3.4416 Epoch 1/1... Discriminator Loss: 0.4422... Generator Loss: 3.2819 Epoch 1/1... Discriminator Loss: 0.4602... Generator Loss: 2.6964 Epoch 1/1... Discriminator Loss: 0.4313... Generator Loss: 3.4865 Epoch 1/1... Discriminator Loss: 0.4300... Generator Loss: 3.3255
Epoch 1/1... Discriminator Loss: 0.5736... Generator Loss: 1.6873 Epoch 1/1... Discriminator Loss: 0.6000... Generator Loss: 4.8824 Epoch 1/1... Discriminator Loss: 0.4875... Generator Loss: 2.3594 Epoch 1/1... Discriminator Loss: 0.4982... Generator Loss: 2.2208 Epoch 1/1... Discriminator Loss: 0.5556... Generator Loss: 4.9266 Epoch 1/1... Discriminator Loss: 0.7630... Generator Loss: 1.2790 Epoch 1/1... Discriminator Loss: 0.6995... Generator Loss: 6.8085 Epoch 1/1... Discriminator Loss: 0.4526... Generator Loss: 3.4383 Epoch 1/1... Discriminator Loss: 0.9558... Generator Loss: 1.0886 Epoch 1/1... Discriminator Loss: 1.2195... Generator Loss: 7.5255
Epoch 1/1... Discriminator Loss: 0.5936... Generator Loss: 2.3203 Epoch 1/1... Discriminator Loss: 0.8476... Generator Loss: 1.1442 Epoch 1/1... Discriminator Loss: 0.7777... Generator Loss: 7.7971 Epoch 1/1... Discriminator Loss: 0.5516... Generator Loss: 5.3153 Epoch 1/1... Discriminator Loss: 0.7325... Generator Loss: 1.5436 Epoch 1/1... Discriminator Loss: 0.5006... Generator Loss: 3.0562 Epoch 1/1... Discriminator Loss: 0.5180... Generator Loss: 3.5800 Epoch 1/1... Discriminator Loss: 0.4683... Generator Loss: 2.8494 Epoch 1/1... Discriminator Loss: 0.5484... Generator Loss: 1.9590 Epoch 1/1... Discriminator Loss: 0.4355... Generator Loss: 3.7666
Epoch 1/1... Discriminator Loss: 0.4778... Generator Loss: 2.3629 Epoch 1/1... Discriminator Loss: 0.4529... Generator Loss: 2.5842 Epoch 1/1... Discriminator Loss: 0.4278... Generator Loss: 3.3964 Epoch 1/1... Discriminator Loss: 0.4410... Generator Loss: 3.2068 Epoch 1/1... Discriminator Loss: 0.4419... Generator Loss: 2.6210 Epoch 1/1... Discriminator Loss: 0.4558... Generator Loss: 2.7147 Epoch 1/1... Discriminator Loss: 0.6077... Generator Loss: 1.6903 Epoch 1/1... Discriminator Loss: 0.4638... Generator Loss: 3.0644 Epoch 1/1... Discriminator Loss: 0.4539... Generator Loss: 2.6861 Epoch 1/1... Discriminator Loss: 0.4655... Generator Loss: 2.1721
Epoch 1/1... Discriminator Loss: 0.4456... Generator Loss: 2.8869 Epoch 1/1... Discriminator Loss: 0.6241... Generator Loss: 1.5674 Epoch 1/1... Discriminator Loss: 0.5765... Generator Loss: 2.8183 Epoch 1/1... Discriminator Loss: 0.5921... Generator Loss: 1.6445 Epoch 1/1... Discriminator Loss: 0.6389... Generator Loss: 1.7947 Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 2.4041 Epoch 1/1... Discriminator Loss: 0.6177... Generator Loss: 1.5753 Epoch 1/1... Discriminator Loss: 0.7748... Generator Loss: 3.9352 Epoch 1/1... Discriminator Loss: 0.9124... Generator Loss: 1.0979 Epoch 1/1... Discriminator Loss: 1.0862... Generator Loss: 6.1764
Epoch 1/1... Discriminator Loss: 0.9815... Generator Loss: 1.9027 Epoch 1/1... Discriminator Loss: 0.6059... Generator Loss: 2.6682 Epoch 1/1... Discriminator Loss: 0.6602... Generator Loss: 3.4870 Epoch 1/1... Discriminator Loss: 0.7282... Generator Loss: 1.8330 Epoch 1/1... Discriminator Loss: 0.5781... Generator Loss: 2.7422 Epoch 1/1... Discriminator Loss: 0.6032... Generator Loss: 1.7950 Epoch 1/1... Discriminator Loss: 0.5502... Generator Loss: 2.5282 Epoch 1/1... Discriminator Loss: 0.5302... Generator Loss: 2.0189 Epoch 1/1... Discriminator Loss: 0.5224... Generator Loss: 3.1828 Epoch 1/1... Discriminator Loss: 0.4956... Generator Loss: 2.5254
Epoch 1/1... Discriminator Loss: 0.5039... Generator Loss: 2.4970 Epoch 1/1... Discriminator Loss: 0.4730... Generator Loss: 2.5311 Epoch 1/1... Discriminator Loss: 0.7681... Generator Loss: 1.3385 Epoch 1/1... Discriminator Loss: 0.7318... Generator Loss: 3.9371 Epoch 1/1... Discriminator Loss: 0.5113... Generator Loss: 2.2414 Epoch 1/1... Discriminator Loss: 0.4849... Generator Loss: 2.5595 Epoch 1/1... Discriminator Loss: 0.5507... Generator Loss: 2.2111 Epoch 1/1... Discriminator Loss: 0.4847... Generator Loss: 3.4515 Epoch 1/1... Discriminator Loss: 1.1548... Generator Loss: 0.8039 Epoch 1/1... Discriminator Loss: 0.9354... Generator Loss: 6.0991
Epoch 1/1... Discriminator Loss: 0.5192... Generator Loss: 2.8886 Epoch 1/1... Discriminator Loss: 0.5967... Generator Loss: 2.1959 Epoch 1/1... Discriminator Loss: 0.5327... Generator Loss: 3.2028 Epoch 1/1... Discriminator Loss: 0.5120... Generator Loss: 3.3545 Epoch 1/1... Discriminator Loss: 0.4790... Generator Loss: 2.6100 Epoch 1/1... Discriminator Loss: 0.5524... Generator Loss: 2.0334 Epoch 1/1... Discriminator Loss: 0.5020... Generator Loss: 3.5624 Epoch 1/1... Discriminator Loss: 0.6178... Generator Loss: 1.6798 Epoch 1/1... Discriminator Loss: 0.5093... Generator Loss: 2.3713 Epoch 1/1... Discriminator Loss: 0.4903... Generator Loss: 3.7448
Epoch 1/1... Discriminator Loss: 0.4574... Generator Loss: 2.6155 Epoch 1/1... Discriminator Loss: 0.5712... Generator Loss: 2.0147 Epoch 1/1... Discriminator Loss: 0.5147... Generator Loss: 3.8919 Epoch 1/1... Discriminator Loss: 0.4177... Generator Loss: 3.0896 Epoch 1/1... Discriminator Loss: 0.5132... Generator Loss: 2.2076 Epoch 1/1... Discriminator Loss: 0.4401... Generator Loss: 3.1602 Epoch 1/1... Discriminator Loss: 0.4794... Generator Loss: 2.4504 Epoch 1/1... Discriminator Loss: 0.4340... Generator Loss: 2.5624 Epoch 1/1... Discriminator Loss: 0.4291... Generator Loss: 3.3599 Epoch 1/1... Discriminator Loss: 0.3918... Generator Loss: 3.5644
Epoch 1/1... Discriminator Loss: 0.4327... Generator Loss: 2.7351 Epoch 1/1... Discriminator Loss: 0.3976... Generator Loss: 3.3204 Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 2.0743 Epoch 1/1... Discriminator Loss: 0.4203... Generator Loss: 4.2708 Epoch 1/1... Discriminator Loss: 0.4222... Generator Loss: 3.2464 Epoch 1/1... Discriminator Loss: 0.4317... Generator Loss: 2.7416 Epoch 1/1... Discriminator Loss: 0.4447... Generator Loss: 2.7287 Epoch 1/1... Discriminator Loss: 0.4683... Generator Loss: 3.5015 Epoch 1/1... Discriminator Loss: 0.4782... Generator Loss: 2.3428 Epoch 1/1... Discriminator Loss: 0.4498... Generator Loss: 2.7124
Epoch 1/1... Discriminator Loss: 0.4275... Generator Loss: 2.8906 Epoch 1/1... Discriminator Loss: 0.4817... Generator Loss: 2.2364 Epoch 1/1... Discriminator Loss: 0.4672... Generator Loss: 2.7975 Epoch 1/1... Discriminator Loss: 0.5638... Generator Loss: 1.6248 Epoch 1/1... Discriminator Loss: 0.7504... Generator Loss: 5.0599 Epoch 1/1... Discriminator Loss: 0.6402... Generator Loss: 2.0066 Epoch 1/1... Discriminator Loss: 0.5175... Generator Loss: 2.6446 Epoch 1/1... Discriminator Loss: 0.4789... Generator Loss: 3.8962 Epoch 1/1... Discriminator Loss: 0.4248... Generator Loss: 3.8440 Epoch 1/1... Discriminator Loss: 0.8005... Generator Loss: 1.2762
Epoch 1/1... Discriminator Loss: 0.5681... Generator Loss: 4.5003 Epoch 1/1... Discriminator Loss: 0.4144... Generator Loss: 4.5425 Epoch 1/1... Discriminator Loss: 0.4375... Generator Loss: 2.9003 Epoch 1/1... Discriminator Loss: 0.4831... Generator Loss: 2.2258 Epoch 1/1... Discriminator Loss: 0.4471... Generator Loss: 3.6610 Epoch 1/1... Discriminator Loss: 0.4213... Generator Loss: 3.2603 Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 2.1384 Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 3.5956 Epoch 1/1... Discriminator Loss: 0.4236... Generator Loss: 3.1487 Epoch 1/1... Discriminator Loss: 0.5615... Generator Loss: 1.7892
Epoch 1/1... Discriminator Loss: 0.4551... Generator Loss: 4.2362 Epoch 1/1... Discriminator Loss: 0.4354... Generator Loss: 2.7342 Epoch 1/1... Discriminator Loss: 0.4254... Generator Loss: 2.9545 Epoch 1/1... Discriminator Loss: 0.4296... Generator Loss: 3.2478 Epoch 1/1... Discriminator Loss: 0.4261... Generator Loss: 3.3701 Epoch 1/1... Discriminator Loss: 0.5740... Generator Loss: 1.7127 Epoch 1/1... Discriminator Loss: 0.4703... Generator Loss: 3.9077 Epoch 1/1... Discriminator Loss: 0.7694... Generator Loss: 1.3008 Epoch 1/1... Discriminator Loss: 0.4326... Generator Loss: 3.8479 Epoch 1/1... Discriminator Loss: 0.4480... Generator Loss: 2.6112
Epoch 1/1... Discriminator Loss: 0.4616... Generator Loss: 2.5099 Epoch 1/1... Discriminator Loss: 0.4678... Generator Loss: 3.0161 Epoch 1/1... Discriminator Loss: 0.4429... Generator Loss: 2.7036 Epoch 1/1... Discriminator Loss: 0.5017... Generator Loss: 2.3022 Epoch 1/1... Discriminator Loss: 0.4908... Generator Loss: 2.8848 Epoch 1/1... Discriminator Loss: 0.6112... Generator Loss: 1.4982 Epoch 1/1... Discriminator Loss: 0.5478... Generator Loss: 3.6809 Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 2.1849 Epoch 1/1... Discriminator Loss: 0.4543... Generator Loss: 2.7756 Epoch 1/1... Discriminator Loss: 0.4292... Generator Loss: 3.3023
Epoch 1/1... Discriminator Loss: 0.4093... Generator Loss: 2.7972 Epoch 1/1... Discriminator Loss: 0.4883... Generator Loss: 2.2699 Epoch 1/1... Discriminator Loss: 0.4341... Generator Loss: 3.6677 Epoch 1/1... Discriminator Loss: 0.4043... Generator Loss: 3.6858 Epoch 1/1... Discriminator Loss: 0.7916... Generator Loss: 1.2188 Epoch 1/1... Discriminator Loss: 0.8376... Generator Loss: 4.8599 Epoch 1/1... Discriminator Loss: 0.4175... Generator Loss: 3.1668 Epoch 1/1... Discriminator Loss: 0.7266... Generator Loss: 1.4718 Epoch 1/1... Discriminator Loss: 0.6110... Generator Loss: 4.2917 Epoch 1/1... Discriminator Loss: 0.4356... Generator Loss: 2.8960
Epoch 1/1... Discriminator Loss: 0.4520... Generator Loss: 2.4859 Epoch 1/1... Discriminator Loss: 0.4790... Generator Loss: 2.7844 Epoch 1/1... Discriminator Loss: 0.5558... Generator Loss: 1.8673 Epoch 1/1... Discriminator Loss: 0.4898... Generator Loss: 3.2594 Epoch 1/1... Discriminator Loss: 0.7577... Generator Loss: 1.3553 Epoch 1/1... Discriminator Loss: 0.8055... Generator Loss: 4.8060 Epoch 1/1... Discriminator Loss: 0.7519... Generator Loss: 1.5153 Epoch 1/1... Discriminator Loss: 0.4698... Generator Loss: 3.5600 Epoch 1/1... Discriminator Loss: 0.4384... Generator Loss: 3.4709 Epoch 1/1... Discriminator Loss: 0.7245... Generator Loss: 1.4183
Epoch 1/1... Discriminator Loss: 0.7334... Generator Loss: 4.9397 Epoch 1/1... Discriminator Loss: 0.8608... Generator Loss: 1.1850 Epoch 1/1... Discriminator Loss: 0.4290... Generator Loss: 3.9672 Epoch 1/1... Discriminator Loss: 0.4339... Generator Loss: 3.7425 Epoch 1/1... Discriminator Loss: 0.6501... Generator Loss: 1.4202 Epoch 1/1... Discriminator Loss: 0.5040... Generator Loss: 3.2797 Epoch 1/1... Discriminator Loss: 0.4918... Generator Loss: 3.2515 Epoch 1/1... Discriminator Loss: 0.5712... Generator Loss: 1.7755 Epoch 1/1... Discriminator Loss: 0.5222... Generator Loss: 3.2181 Epoch 1/1... Discriminator Loss: 0.4462... Generator Loss: 2.5117
Epoch 1/1... Discriminator Loss: 0.5520... Generator Loss: 2.0602 Epoch 1/1... Discriminator Loss: 0.5385... Generator Loss: 3.3165 Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 2.2381 Epoch 1/1... Discriminator Loss: 0.5224... Generator Loss: 3.3604 Epoch 1/1... Discriminator Loss: 0.6329... Generator Loss: 1.7716 Epoch 1/1... Discriminator Loss: 0.6356... Generator Loss: 4.6275 Epoch 1/1... Discriminator Loss: 0.4685... Generator Loss: 2.3278 Epoch 1/1... Discriminator Loss: 0.4492... Generator Loss: 2.5598 Epoch 1/1... Discriminator Loss: 0.4839... Generator Loss: 3.2368 Epoch 1/1... Discriminator Loss: 0.4282... Generator Loss: 2.7845
Epoch 1/1... Discriminator Loss: 0.4441... Generator Loss: 2.5078 Epoch 1/1... Discriminator Loss: 0.4492... Generator Loss: 2.3759 Epoch 1/1... Discriminator Loss: 0.4286... Generator Loss: 3.3760 Epoch 1/1... Discriminator Loss: 0.4675... Generator Loss: 2.5634 Epoch 1/1... Discriminator Loss: 0.4463... Generator Loss: 2.8318 Epoch 1/1... Discriminator Loss: 0.5044... Generator Loss: 2.1960 Epoch 1/1... Discriminator Loss: 0.4817... Generator Loss: 3.3452 Epoch 1/1... Discriminator Loss: 0.4465... Generator Loss: 2.5661 Epoch 1/1... Discriminator Loss: 0.3992... Generator Loss: 3.7123 Epoch 1/1... Discriminator Loss: 0.9715... Generator Loss: 0.9010
Epoch 1/1... Discriminator Loss: 1.4649... Generator Loss: 6.7221 Epoch 1/1... Discriminator Loss: 0.6177... Generator Loss: 2.1277 Epoch 1/1... Discriminator Loss: 0.4470... Generator Loss: 2.8531 Epoch 1/1... Discriminator Loss: 0.4423... Generator Loss: 4.2684 Epoch 1/1... Discriminator Loss: 0.4359... Generator Loss: 3.0419 Epoch 1/1... Discriminator Loss: 0.4984... Generator Loss: 2.3365 Epoch 1/1... Discriminator Loss: 0.4992... Generator Loss: 3.3299 Epoch 1/1... Discriminator Loss: 0.4134... Generator Loss: 3.3197 Epoch 1/1... Discriminator Loss: 0.4670... Generator Loss: 2.4694 Epoch 1/1... Discriminator Loss: 0.4824... Generator Loss: 3.0128
Epoch 1/1... Discriminator Loss: 0.4457... Generator Loss: 3.5532 Epoch 1/1... Discriminator Loss: 0.6836... Generator Loss: 1.6648 Epoch 1/1... Discriminator Loss: 0.6323... Generator Loss: 4.5286 Epoch 1/1... Discriminator Loss: 0.5298... Generator Loss: 2.1372 Epoch 1/1... Discriminator Loss: 0.4610... Generator Loss: 2.7523 Epoch 1/1... Discriminator Loss: 0.4511... Generator Loss: 3.4833 Epoch 1/1... Discriminator Loss: 0.4525... Generator Loss: 2.4094 Epoch 1/1... Discriminator Loss: 0.4667... Generator Loss: 2.2984 Epoch 1/1... Discriminator Loss: 0.4816... Generator Loss: 2.7933 Epoch 1/1... Discriminator Loss: 0.4401... Generator Loss: 2.6460
Epoch 1/1... Discriminator Loss: 0.4714... Generator Loss: 2.5726 Epoch 1/1... Discriminator Loss: 0.4504... Generator Loss: 2.9553 Epoch 1/1... Discriminator Loss: 0.6284... Generator Loss: 1.4146 Epoch 1/1... Discriminator Loss: 0.5846... Generator Loss: 3.2375 Epoch 1/1... Discriminator Loss: 0.4599... Generator Loss: 2.4704 Epoch 1/1... Discriminator Loss: 0.4634... Generator Loss: 2.7391 Epoch 1/1... Discriminator Loss: 0.5090... Generator Loss: 3.3276 Epoch 1/1... Discriminator Loss: 0.8056... Generator Loss: 1.2967 Epoch 1/1... Discriminator Loss: 0.8015... Generator Loss: 5.2982 Epoch 1/1... Discriminator Loss: 1.3806... Generator Loss: 0.9295
Epoch 1/1... Discriminator Loss: 0.7258... Generator Loss: 6.0206 Epoch 1/1... Discriminator Loss: 0.3939... Generator Loss: 4.6025 Epoch 1/1... Discriminator Loss: 0.6707... Generator Loss: 2.0033 Epoch 1/1... Discriminator Loss: 0.4922... Generator Loss: 2.7021 Epoch 1/1... Discriminator Loss: 0.5484... Generator Loss: 3.7465 Epoch 1/1... Discriminator Loss: 1.0378... Generator Loss: 0.9147 Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 6.0984 Epoch 1/1... Discriminator Loss: 0.8446... Generator Loss: 1.3510 Epoch 1/1... Discriminator Loss: 0.5266... Generator Loss: 2.7532 Epoch 1/1... Discriminator Loss: 0.4667... Generator Loss: 2.8458
Epoch 1/1... Discriminator Loss: 0.4660... Generator Loss: 2.9893 Epoch 1/1... Discriminator Loss: 0.5043... Generator Loss: 2.1980 Epoch 1/1... Discriminator Loss: 0.5305... Generator Loss: 2.1541 Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 2.7553 Epoch 1/1... Discriminator Loss: 0.5381... Generator Loss: 2.2348 Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 1.8396 Epoch 1/1... Discriminator Loss: 0.7661... Generator Loss: 4.5358 Epoch 1/1... Discriminator Loss: 0.5304... Generator Loss: 2.1983 Epoch 1/1... Discriminator Loss: 0.5350... Generator Loss: 2.3137 Epoch 1/1... Discriminator Loss: 0.5428... Generator Loss: 3.5253
Epoch 1/1... Discriminator Loss: 0.9095... Generator Loss: 1.0452 Epoch 1/1... Discriminator Loss: 0.6062... Generator Loss: 3.9428 Epoch 1/1... Discriminator Loss: 0.6054... Generator Loss: 1.7928 Epoch 1/1... Discriminator Loss: 0.4267... Generator Loss: 3.0906 Epoch 1/1... Discriminator Loss: 0.4946... Generator Loss: 3.4788 Epoch 1/1... Discriminator Loss: 0.5241... Generator Loss: 2.2005 Epoch 1/1... Discriminator Loss: 0.4710... Generator Loss: 2.6912 Epoch 1/1... Discriminator Loss: 0.5301... Generator Loss: 3.2890 Epoch 1/1... Discriminator Loss: 0.5296... Generator Loss: 2.1147 Epoch 1/1... Discriminator Loss: 0.4948... Generator Loss: 2.8290
Epoch 1/1... Discriminator Loss: 0.5058... Generator Loss: 2.3500 Epoch 1/1... Discriminator Loss: 0.4356... Generator Loss: 2.8896 Epoch 1/1... Discriminator Loss: 0.5601... Generator Loss: 1.8570 Epoch 1/1... Discriminator Loss: 0.4547... Generator Loss: 3.2111 Epoch 1/1... Discriminator Loss: 0.8585... Generator Loss: 1.1558 Epoch 1/1... Discriminator Loss: 0.7855... Generator Loss: 4.5976 Epoch 1/1... Discriminator Loss: 0.9417... Generator Loss: 1.2711 Epoch 1/1... Discriminator Loss: 0.4334... Generator Loss: 3.8217 Epoch 1/1... Discriminator Loss: 0.4377... Generator Loss: 4.0082 Epoch 1/1... Discriminator Loss: 0.4058... Generator Loss: 3.2515
Epoch 1/1... Discriminator Loss: 0.5267... Generator Loss: 1.9801 Epoch 1/1... Discriminator Loss: 0.5114... Generator Loss: 2.4172 Epoch 1/1... Discriminator Loss: 0.5334... Generator Loss: 2.4630 Epoch 1/1... Discriminator Loss: 1.2513... Generator Loss: 0.7590 Epoch 1/1... Discriminator Loss: 3.6622... Generator Loss: 9.0164 Epoch 1/1... Discriminator Loss: 0.8340... Generator Loss: 1.6497 Epoch 1/1... Discriminator Loss: 0.9016... Generator Loss: 1.1872 Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 3.7885 Epoch 1/1... Discriminator Loss: 0.4951... Generator Loss: 2.6671 Epoch 1/1... Discriminator Loss: 0.8748... Generator Loss: 1.1158
Epoch 1/1... Discriminator Loss: 0.8399... Generator Loss: 4.7049 Epoch 1/1... Discriminator Loss: 0.4553... Generator Loss: 2.7749 Epoch 1/1... Discriminator Loss: 0.6286... Generator Loss: 1.7148 Epoch 1/1... Discriminator Loss: 0.4692... Generator Loss: 3.5215 Epoch 1/1... Discriminator Loss: 0.5515... Generator Loss: 2.5127 Epoch 1/1... Discriminator Loss: 0.6190... Generator Loss: 1.6874 Epoch 1/1... Discriminator Loss: 0.5634... Generator Loss: 2.1206 Epoch 1/1... Discriminator Loss: 0.5736... Generator Loss: 2.3371 Epoch 1/1... Discriminator Loss: 0.5240... Generator Loss: 2.3872 Epoch 1/1... Discriminator Loss: 0.8400... Generator Loss: 1.2075
Epoch 1/1... Discriminator Loss: 0.5528... Generator Loss: 3.7666 Epoch 1/1... Discriminator Loss: 0.4736... Generator Loss: 2.9840 Epoch 1/1... Discriminator Loss: 0.8042... Generator Loss: 1.2845 Epoch 1/1... Discriminator Loss: 0.5949... Generator Loss: 2.7847 Epoch 1/1... Discriminator Loss: 0.5016... Generator Loss: 2.9533 Epoch 1/1... Discriminator Loss: 0.6388... Generator Loss: 1.5530 Epoch 1/1... Discriminator Loss: 0.7214... Generator Loss: 1.3313 Epoch 1/1... Discriminator Loss: 0.6311... Generator Loss: 3.6932 Epoch 1/1... Discriminator Loss: 0.4750... Generator Loss: 2.5096 Epoch 1/1... Discriminator Loss: 0.6909... Generator Loss: 1.5956
Epoch 1/1... Discriminator Loss: 0.5430... Generator Loss: 2.2572 Epoch 1/1... Discriminator Loss: 0.5479... Generator Loss: 2.2267 Epoch 1/1... Discriminator Loss: 1.0134... Generator Loss: 0.8033 Epoch 1/1... Discriminator Loss: 1.3645... Generator Loss: 5.5061 Epoch 1/1... Discriminator Loss: 1.5704... Generator Loss: 0.6481 Epoch 1/1... Discriminator Loss: 0.7487... Generator Loss: 6.0209 Epoch 1/1... Discriminator Loss: 0.5606... Generator Loss: 4.8228 Epoch 1/1... Discriminator Loss: 1.1906... Generator Loss: 1.1094 Epoch 1/1... Discriminator Loss: 0.5237... Generator Loss: 2.8513 Epoch 1/1... Discriminator Loss: 0.6768... Generator Loss: 2.8250
Epoch 1/1... Discriminator Loss: 0.6561... Generator Loss: 1.5714 Epoch 1/1... Discriminator Loss: 0.5772... Generator Loss: 1.9937 Epoch 1/1... Discriminator Loss: 0.5080... Generator Loss: 2.9629 Epoch 1/1... Discriminator Loss: 0.5992... Generator Loss: 1.8313 Epoch 1/1... Discriminator Loss: 0.5503... Generator Loss: 2.7188 Epoch 1/1... Discriminator Loss: 0.5343... Generator Loss: 2.0300 Epoch 1/1... Discriminator Loss: 0.5261... Generator Loss: 2.0950 Epoch 1/1... Discriminator Loss: 0.5760... Generator Loss: 3.5975 Epoch 1/1... Discriminator Loss: 1.1254... Generator Loss: 0.8204 Epoch 1/1... Discriminator Loss: 1.2569... Generator Loss: 6.6322
Epoch 1/1... Discriminator Loss: 0.5679... Generator Loss: 2.2749 Epoch 1/1... Discriminator Loss: 0.7523... Generator Loss: 1.4292 Epoch 1/1... Discriminator Loss: 0.5731... Generator Loss: 4.0293 Epoch 1/1... Discriminator Loss: 0.4591... Generator Loss: 3.0591 Epoch 1/1... Discriminator Loss: 0.7357... Generator Loss: 1.3737 Epoch 1/1... Discriminator Loss: 0.6834... Generator Loss: 3.4499 Epoch 1/1... Discriminator Loss: 0.7934... Generator Loss: 1.3886 Epoch 1/1... Discriminator Loss: 0.6232... Generator Loss: 2.8311 Epoch 1/1... Discriminator Loss: 1.1022... Generator Loss: 0.9240 Epoch 1/1... Discriminator Loss: 0.8013... Generator Loss: 3.9176
Epoch 1/1... Discriminator Loss: 0.4510... Generator Loss: 3.5342 Epoch 1/1... Discriminator Loss: 0.6022... Generator Loss: 1.7619 Epoch 1/1... Discriminator Loss: 0.5661... Generator Loss: 1.9778 Epoch 1/1... Discriminator Loss: 0.5635... Generator Loss: 2.9420 Epoch 1/1... Discriminator Loss: 0.7125... Generator Loss: 1.4497 Epoch 1/1... Discriminator Loss: 0.5187... Generator Loss: 2.8818 Epoch 1/1... Discriminator Loss: 0.5122... Generator Loss: 2.1245 Epoch 1/1... Discriminator Loss: 0.6663... Generator Loss: 1.5126 Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 3.4861 Epoch 1/1... Discriminator Loss: 0.6250... Generator Loss: 1.6730
Epoch 1/1... Discriminator Loss: 0.4899... Generator Loss: 2.7369 Epoch 1/1... Discriminator Loss: 0.4936... Generator Loss: 3.0796 Epoch 1/1... Discriminator Loss: 0.8910... Generator Loss: 1.1185 Epoch 1/1... Discriminator Loss: 0.7289... Generator Loss: 4.4450 Epoch 1/1... Discriminator Loss: 0.4369... Generator Loss: 3.0126 Epoch 1/1... Discriminator Loss: 0.7475... Generator Loss: 1.4677 Epoch 1/1... Discriminator Loss: 0.6705... Generator Loss: 3.1263 Epoch 1/1... Discriminator Loss: 0.4921... Generator Loss: 2.7806 Epoch 1/1... Discriminator Loss: 0.5745... Generator Loss: 1.9875 Epoch 1/1... Discriminator Loss: 0.5724... Generator Loss: 2.1971
Epoch 1/1... Discriminator Loss: 0.6189... Generator Loss: 1.5403 Epoch 1/1... Discriminator Loss: 0.6545... Generator Loss: 3.0358 Epoch 1/1... Discriminator Loss: 0.5118... Generator Loss: 2.1462 Epoch 1/1... Discriminator Loss: 0.5116... Generator Loss: 2.2918 Epoch 1/1... Discriminator Loss: 0.4687... Generator Loss: 3.7574 Epoch 1/1... Discriminator Loss: 0.4856... Generator Loss: 2.5627 Epoch 1/1... Discriminator Loss: 0.5225... Generator Loss: 2.1780 Epoch 1/1... Discriminator Loss: 0.4870... Generator Loss: 3.5274 Epoch 1/1... Discriminator Loss: 0.6707... Generator Loss: 1.5779 Epoch 1/1... Discriminator Loss: 0.4969... Generator Loss: 2.5491
Epoch 1/1... Discriminator Loss: 0.5446... Generator Loss: 1.9337 Epoch 1/1... Discriminator Loss: 0.5060... Generator Loss: 2.9687 Epoch 1/1... Discriminator Loss: 0.6378... Generator Loss: 1.6237 Epoch 1/1... Discriminator Loss: 0.7568... Generator Loss: 3.5865 Epoch 1/1... Discriminator Loss: 0.6389... Generator Loss: 1.5275 Epoch 1/1... Discriminator Loss: 0.5280... Generator Loss: 2.9156 Epoch 1/1... Discriminator Loss: 0.4846... Generator Loss: 2.8180 Epoch 1/1... Discriminator Loss: 0.5871... Generator Loss: 1.8356 Epoch 1/1... Discriminator Loss: 0.6345... Generator Loss: 3.5072 Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 0.9531
Epoch 1/1... Discriminator Loss: 0.5291... Generator Loss: 3.9469 Epoch 1/1... Discriminator Loss: 0.4492... Generator Loss: 2.7159 Epoch 1/1... Discriminator Loss: 0.5143... Generator Loss: 2.1366 Epoch 1/1... Discriminator Loss: 0.5207... Generator Loss: 2.5807 Epoch 1/1... Discriminator Loss: 0.9094... Generator Loss: 1.1188 Epoch 1/1... Discriminator Loss: 1.5677... Generator Loss: 5.9159 Epoch 1/1... Discriminator Loss: 2.2778... Generator Loss: 0.4535 Epoch 1/1... Discriminator Loss: 1.2511... Generator Loss: 5.9458 Epoch 1/1... Discriminator Loss: 0.5502... Generator Loss: 2.3353 Epoch 1/1... Discriminator Loss: 0.6920... Generator Loss: 1.5407
Epoch 1/1... Discriminator Loss: 0.8169... Generator Loss: 3.0594 Epoch 1/1... Discriminator Loss: 0.7432... Generator Loss: 1.3884 Epoch 1/1... Discriminator Loss: 0.6006... Generator Loss: 2.1295 Epoch 1/1... Discriminator Loss: 0.6777... Generator Loss: 1.6422 Epoch 1/1... Discriminator Loss: 0.7668... Generator Loss: 1.1584 Epoch 1/1... Discriminator Loss: 0.8151... Generator Loss: 4.0921 Epoch 1/1... Discriminator Loss: 0.5581... Generator Loss: 2.0860 Epoch 1/1... Discriminator Loss: 0.6837... Generator Loss: 1.5376 Epoch 1/1... Discriminator Loss: 0.5230... Generator Loss: 2.8004 Epoch 1/1... Discriminator Loss: 0.5362... Generator Loss: 2.8935
Epoch 1/1... Discriminator Loss: 0.5721... Generator Loss: 1.8789 Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 2.0582 Epoch 1/1... Discriminator Loss: 0.5495... Generator Loss: 2.2411 Epoch 1/1... Discriminator Loss: 0.5731... Generator Loss: 2.2927 Epoch 1/1... Discriminator Loss: 0.6726... Generator Loss: 1.5340 Epoch 1/1... Discriminator Loss: 0.6222... Generator Loss: 2.3319 Epoch 1/1... Discriminator Loss: 0.5599... Generator Loss: 2.0106 Epoch 1/1... Discriminator Loss: 0.5806... Generator Loss: 1.7476 Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 2.2480 Epoch 1/1... Discriminator Loss: 0.5960... Generator Loss: 1.9103
Epoch 1/1... Discriminator Loss: 0.6035... Generator Loss: 1.8762 Epoch 1/1... Discriminator Loss: 0.6602... Generator Loss: 1.5333 Epoch 1/1... Discriminator Loss: 0.6814... Generator Loss: 3.2947 Epoch 1/1... Discriminator Loss: 0.6879... Generator Loss: 1.5423 Epoch 1/1... Discriminator Loss: 0.5914... Generator Loss: 1.7712 Epoch 1/1... Discriminator Loss: 0.5840... Generator Loss: 2.3515 Epoch 1/1... Discriminator Loss: 0.5387... Generator Loss: 2.1715 Epoch 1/1... Discriminator Loss: 0.5337... Generator Loss: 2.3123 Epoch 1/1... Discriminator Loss: 0.6899... Generator Loss: 1.4658 Epoch 1/1... Discriminator Loss: 0.8641... Generator Loss: 2.6818
Epoch 1/1... Discriminator Loss: 0.5854... Generator Loss: 1.9937 Epoch 1/1... Discriminator Loss: 0.6365... Generator Loss: 1.6416 Epoch 1/1... Discriminator Loss: 0.6365... Generator Loss: 2.8448 Epoch 1/1... Discriminator Loss: 0.6054... Generator Loss: 1.8952 Epoch 1/1... Discriminator Loss: 0.5852... Generator Loss: 1.9583 Epoch 1/1... Discriminator Loss: 0.7759... Generator Loss: 1.2627 Epoch 1/1... Discriminator Loss: 1.0760... Generator Loss: 3.9618 Epoch 1/1... Discriminator Loss: 1.8563... Generator Loss: 0.5139 Epoch 1/1... Discriminator Loss: 1.2108... Generator Loss: 6.2051 Epoch 1/1... Discriminator Loss: 0.4280... Generator Loss: 3.9411
Epoch 1/1... Discriminator Loss: 1.0397... Generator Loss: 1.3090 Epoch 1/1... Discriminator Loss: 0.5400... Generator Loss: 2.6449 Epoch 1/1... Discriminator Loss: 0.6260... Generator Loss: 3.3515 Epoch 1/1... Discriminator Loss: 0.4900... Generator Loss: 2.5623 Epoch 1/1... Discriminator Loss: 1.0172... Generator Loss: 1.0228 Epoch 1/1... Discriminator Loss: 0.7354... Generator Loss: 2.5762 Epoch 1/1... Discriminator Loss: 0.5977... Generator Loss: 2.2999 Epoch 1/1... Discriminator Loss: 0.4950... Generator Loss: 2.7267 Epoch 1/1... Discriminator Loss: 0.5874... Generator Loss: 1.7617 Epoch 1/1... Discriminator Loss: 0.5471... Generator Loss: 2.3537
Epoch 1/1... Discriminator Loss: 0.7344... Generator Loss: 1.3744 Epoch 1/1... Discriminator Loss: 0.6283... Generator Loss: 1.7989 Epoch 1/1... Discriminator Loss: 0.5973... Generator Loss: 2.5580 Epoch 1/1... Discriminator Loss: 0.9104... Generator Loss: 1.1325 Epoch 1/1... Discriminator Loss: 0.8037... Generator Loss: 4.1078 Epoch 1/1... Discriminator Loss: 0.7472... Generator Loss: 1.5651 Epoch 1/1... Discriminator Loss: 0.5637... Generator Loss: 2.2118 Epoch 1/1... Discriminator Loss: 0.6088... Generator Loss: 2.4542 Epoch 1/1... Discriminator Loss: 0.8625... Generator Loss: 1.1656 Epoch 1/1... Discriminator Loss: 0.6016... Generator Loss: 2.7724
Epoch 1/1... Discriminator Loss: 0.4922... Generator Loss: 2.5286 Epoch 1/1... Discriminator Loss: 1.0846... Generator Loss: 0.8799 Epoch 1/1... Discriminator Loss: 1.2524... Generator Loss: 4.2905 Epoch 1/1... Discriminator Loss: 0.6454... Generator Loss: 1.6524 Epoch 1/1... Discriminator Loss: 0.5378... Generator Loss: 2.0032 Epoch 1/1... Discriminator Loss: 0.6211... Generator Loss: 2.7459 Epoch 1/1... Discriminator Loss: 0.5752... Generator Loss: 2.2870 Epoch 1/1... Discriminator Loss: 0.6635... Generator Loss: 1.7626 Epoch 1/1... Discriminator Loss: 0.6339... Generator Loss: 2.6031 Epoch 1/1... Discriminator Loss: 0.5936... Generator Loss: 2.0103
Epoch 1/1... Discriminator Loss: 1.1378... Generator Loss: 0.9708 Epoch 1/1... Discriminator Loss: 0.8006... Generator Loss: 3.6650 Epoch 1/1... Discriminator Loss: 0.6901... Generator Loss: 1.6567 Epoch 1/1... Discriminator Loss: 0.6339... Generator Loss: 1.6783 Epoch 1/1... Discriminator Loss: 0.5559... Generator Loss: 2.8872 Epoch 1/1... Discriminator Loss: 0.9198... Generator Loss: 1.0500 Epoch 1/1... Discriminator Loss: 0.7478... Generator Loss: 3.4450 Epoch 1/1... Discriminator Loss: 0.9319... Generator Loss: 1.1076 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 2.7901 Epoch 1/1... Discriminator Loss: 0.6562... Generator Loss: 1.7945
Epoch 1/1... Discriminator Loss: 0.5562... Generator Loss: 2.4309 Epoch 1/1... Discriminator Loss: 0.7409... Generator Loss: 1.4728 Epoch 1/1... Discriminator Loss: 0.6027... Generator Loss: 2.3759 Epoch 1/1... Discriminator Loss: 0.5334... Generator Loss: 2.6134 Epoch 1/1... Discriminator Loss: 0.7200... Generator Loss: 1.3814 Epoch 1/1... Discriminator Loss: 0.6646... Generator Loss: 2.5784 Epoch 1/1... Discriminator Loss: 0.6316... Generator Loss: 1.8432 Epoch 1/1... Discriminator Loss: 0.6119... Generator Loss: 1.7111 Epoch 1/1... Discriminator Loss: 0.6777... Generator Loss: 1.9746 Epoch 1/1... Discriminator Loss: 0.7375... Generator Loss: 1.4508
Epoch 1/1... Discriminator Loss: 1.0474... Generator Loss: 3.3310 Epoch 1/1... Discriminator Loss: 1.8719... Generator Loss: 0.5606 Epoch 1/1... Discriminator Loss: 1.8088... Generator Loss: 5.1443 Epoch 1/1... Discriminator Loss: 0.5346... Generator Loss: 2.3214 Epoch 1/1... Discriminator Loss: 1.2285... Generator Loss: 0.8958 Epoch 1/1... Discriminator Loss: 0.5882... Generator Loss: 2.9430 Epoch 1/1... Discriminator Loss: 0.6278... Generator Loss: 2.0504 Epoch 1/1... Discriminator Loss: 0.8575... Generator Loss: 1.1706 Epoch 1/1... Discriminator Loss: 0.7884... Generator Loss: 2.1938 Epoch 1/1... Discriminator Loss: 0.7509... Generator Loss: 1.4656
Epoch 1/1... Discriminator Loss: 0.7328... Generator Loss: 1.7447 Epoch 1/1... Discriminator Loss: 0.7548... Generator Loss: 1.7354 Epoch 1/1... Discriminator Loss: 0.6535... Generator Loss: 2.2615 Epoch 1/1... Discriminator Loss: 1.1656... Generator Loss: 0.7916 Epoch 1/1... Discriminator Loss: 1.0951... Generator Loss: 3.3551 Epoch 1/1... Discriminator Loss: 0.7593... Generator Loss: 1.3863 Epoch 1/1... Discriminator Loss: 0.7492... Generator Loss: 1.8003 Epoch 1/1... Discriminator Loss: 0.7419... Generator Loss: 2.0336 Epoch 1/1... Discriminator Loss: 0.6904... Generator Loss: 1.7691 Epoch 1/1... Discriminator Loss: 0.7658... Generator Loss: 1.6546
Epoch 1/1... Discriminator Loss: 0.6546... Generator Loss: 2.1486 Epoch 1/1... Discriminator Loss: 0.7064... Generator Loss: 1.6052 Epoch 1/1... Discriminator Loss: 0.6727... Generator Loss: 2.4435 Epoch 1/1... Discriminator Loss: 0.9893... Generator Loss: 1.1343 Epoch 1/1... Discriminator Loss: 0.9863... Generator Loss: 3.3960 Epoch 1/1... Discriminator Loss: 0.6454... Generator Loss: 1.8657 Epoch 1/1... Discriminator Loss: 0.8532... Generator Loss: 1.2493 Epoch 1/1... Discriminator Loss: 0.6581... Generator Loss: 2.3791 Epoch 1/1... Discriminator Loss: 0.6211... Generator Loss: 1.7594 Epoch 1/1... Discriminator Loss: 0.8128... Generator Loss: 1.4249
Epoch 1/1... Discriminator Loss: 0.6211... Generator Loss: 2.2004 Epoch 1/1... Discriminator Loss: 0.6560... Generator Loss: 1.6721 Epoch 1/1... Discriminator Loss: 0.6962... Generator Loss: 1.9532 Epoch 1/1... Discriminator Loss: 0.8986... Generator Loss: 0.9849 Epoch 1/1... Discriminator Loss: 0.7868... Generator Loss: 2.2441 Epoch 1/1... Discriminator Loss: 0.6338... Generator Loss: 1.4842 Epoch 1/1... Discriminator Loss: 0.6249... Generator Loss: 2.0810 Epoch 1/1... Discriminator Loss: 0.6343... Generator Loss: 2.0216 Epoch 1/1... Discriminator Loss: 0.5886... Generator Loss: 1.9195 Epoch 1/1... Discriminator Loss: 0.7154... Generator Loss: 1.4783
Epoch 1/1... Discriminator Loss: 0.5857... Generator Loss: 1.9966 Epoch 1/1... Discriminator Loss: 0.5823... Generator Loss: 1.9052 Epoch 1/1... Discriminator Loss: 0.7797... Generator Loss: 1.4089 Epoch 1/1... Discriminator Loss: 1.1169... Generator Loss: 3.2862 Epoch 1/1... Discriminator Loss: 1.3533... Generator Loss: 0.7096 Epoch 1/1... Discriminator Loss: 1.0103... Generator Loss: 3.9602 Epoch 1/1... Discriminator Loss: 1.1210... Generator Loss: 0.9797 Epoch 1/1... Discriminator Loss: 0.7480... Generator Loss: 2.2574 Epoch 1/1... Discriminator Loss: 0.8094... Generator Loss: 1.6171 Epoch 1/1... Discriminator Loss: 0.6775... Generator Loss: 1.9731
Epoch 1/1... Discriminator Loss: 0.7807... Generator Loss: 1.4669 Epoch 1/1... Discriminator Loss: 0.6673... Generator Loss: 1.8150 Epoch 1/1... Discriminator Loss: 0.7145... Generator Loss: 1.5715 Epoch 1/1... Discriminator Loss: 0.7125... Generator Loss: 2.6113 Epoch 1/1... Discriminator Loss: 0.7926... Generator Loss: 1.2699 Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 3.0120 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 0.8449 Epoch 1/1... Discriminator Loss: 0.7112... Generator Loss: 2.4233 Epoch 1/1... Discriminator Loss: 0.6798... Generator Loss: 1.9072 Epoch 1/1... Discriminator Loss: 0.8885... Generator Loss: 1.3886
Epoch 1/1... Discriminator Loss: 0.6810... Generator Loss: 1.8326 Epoch 1/1... Discriminator Loss: 0.7557... Generator Loss: 1.5138 Epoch 1/1... Discriminator Loss: 0.6418... Generator Loss: 2.2723 Epoch 1/1... Discriminator Loss: 0.6767... Generator Loss: 1.5533 Epoch 1/1... Discriminator Loss: 0.6526... Generator Loss: 2.3370 Epoch 1/1... Discriminator Loss: 0.9399... Generator Loss: 1.0473 Epoch 1/1... Discriminator Loss: 0.9677... Generator Loss: 3.1957 Epoch 1/1... Discriminator Loss: 1.3635... Generator Loss: 0.7933 Epoch 1/1... Discriminator Loss: 1.0930... Generator Loss: 3.1780 Epoch 1/1... Discriminator Loss: 0.7382... Generator Loss: 1.5674
Epoch 1/1... Discriminator Loss: 1.3896... Generator Loss: 0.6788 Epoch 1/1... Discriminator Loss: 1.7419... Generator Loss: 4.6420 Epoch 1/1... Discriminator Loss: 0.9507... Generator Loss: 1.2575 Epoch 1/1... Discriminator Loss: 0.9885... Generator Loss: 1.1063 Epoch 1/1... Discriminator Loss: 1.0178... Generator Loss: 2.6876 Epoch 1/1... Discriminator Loss: 0.9456... Generator Loss: 0.9934 Epoch 1/1... Discriminator Loss: 0.8752... Generator Loss: 2.0044 Epoch 1/1... Discriminator Loss: 0.9521... Generator Loss: 1.1779 Epoch 1/1... Discriminator Loss: 0.8595... Generator Loss: 1.3746 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 1.1543
Epoch 1/1... Discriminator Loss: 0.9178... Generator Loss: 2.1538 Epoch 1/1... Discriminator Loss: 0.8858... Generator Loss: 1.2533 Epoch 1/1... Discriminator Loss: 0.6661... Generator Loss: 2.2372 Epoch 1/1... Discriminator Loss: 0.8002... Generator Loss: 1.3247 Epoch 1/1... Discriminator Loss: 0.7486... Generator Loss: 2.3572 Epoch 1/1... Discriminator Loss: 0.7868... Generator Loss: 1.4475 Epoch 1/1... Discriminator Loss: 0.8566... Generator Loss: 1.7445 Epoch 1/1... Discriminator Loss: 1.3929... Generator Loss: 0.7318 Epoch 1/1... Discriminator Loss: 1.2651... Generator Loss: 2.9564 Epoch 1/1... Discriminator Loss: 0.8303... Generator Loss: 1.2017
Epoch 1/1... Discriminator Loss: 0.7327... Generator Loss: 1.4935 Epoch 1/1... Discriminator Loss: 0.7255... Generator Loss: 1.7928 Epoch 1/1... Discriminator Loss: 0.9605... Generator Loss: 1.0087 Epoch 1/1... Discriminator Loss: 0.8704... Generator Loss: 1.9944 Epoch 1/1... Discriminator Loss: 1.2871... Generator Loss: 0.7579 Epoch 1/1... Discriminator Loss: 0.9516... Generator Loss: 2.1124 Epoch 1/1... Discriminator Loss: 0.8658... Generator Loss: 1.1561 Epoch 1/1... Discriminator Loss: 0.9379... Generator Loss: 1.4620 Epoch 1/1... Discriminator Loss: 1.0232... Generator Loss: 0.9786 Epoch 1/1... Discriminator Loss: 0.8873... Generator Loss: 2.4288
Epoch 1/1... Discriminator Loss: 0.9258... Generator Loss: 1.4055 Epoch 1/1... Discriminator Loss: 0.8200... Generator Loss: 1.5350 Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 1.8250 Epoch 1/1... Discriminator Loss: 0.7445... Generator Loss: 1.2383 Epoch 1/1... Discriminator Loss: 0.7722... Generator Loss: 1.4135 Epoch 1/1... Discriminator Loss: 1.0178... Generator Loss: 1.0914 Epoch 1/1... Discriminator Loss: 0.9465... Generator Loss: 1.7335 Epoch 1/1... Discriminator Loss: 0.8267... Generator Loss: 1.2652 Epoch 1/1... Discriminator Loss: 0.7896... Generator Loss: 1.8473 Epoch 1/1... Discriminator Loss: 0.8731... Generator Loss: 1.3219
Epoch 1/1... Discriminator Loss: 1.1993... Generator Loss: 0.9447 Epoch 1/1... Discriminator Loss: 1.2277... Generator Loss: 2.5901 Epoch 1/1... Discriminator Loss: 1.5009... Generator Loss: 0.6416 Epoch 1/1... Discriminator Loss: 1.1705... Generator Loss: 4.2539 Epoch 1/1... Discriminator Loss: 0.7900... Generator Loss: 1.3825 Epoch 1/1... Discriminator Loss: 0.8891... Generator Loss: 1.1536 Epoch 1/1... Discriminator Loss: 0.7197... Generator Loss: 2.3977 Epoch 1/1... Discriminator Loss: 0.9040... Generator Loss: 1.2707 Epoch 1/1... Discriminator Loss: 0.7853... Generator Loss: 1.7971 Epoch 1/1... Discriminator Loss: 0.9545... Generator Loss: 1.1120
Epoch 1/1... Discriminator Loss: 0.8708... Generator Loss: 1.3609 Epoch 1/1... Discriminator Loss: 0.9425... Generator Loss: 1.0624 Epoch 1/1... Discriminator Loss: 0.7975... Generator Loss: 1.6655 Epoch 1/1... Discriminator Loss: 0.7098... Generator Loss: 1.5466 Epoch 1/1... Discriminator Loss: 0.8041... Generator Loss: 1.7297 Epoch 1/1... Discriminator Loss: 1.0082... Generator Loss: 0.9326 Epoch 1/1... Discriminator Loss: 0.8450... Generator Loss: 2.5598 Epoch 1/1... Discriminator Loss: 0.7305... Generator Loss: 1.3742 Epoch 1/1... Discriminator Loss: 0.8997... Generator Loss: 1.1595 Epoch 1/1... Discriminator Loss: 0.8026... Generator Loss: 2.4336
Epoch 1/1... Discriminator Loss: 0.8999... Generator Loss: 1.0521 Epoch 1/1... Discriminator Loss: 0.7957... Generator Loss: 1.5596 Epoch 1/1... Discriminator Loss: 0.8340... Generator Loss: 1.6266 Epoch 1/1... Discriminator Loss: 0.8264... Generator Loss: 1.3952 Epoch 1/1... Discriminator Loss: 0.8097... Generator Loss: 1.4805 Epoch 1/1... Discriminator Loss: 1.0732... Generator Loss: 1.0878 Epoch 1/1... Discriminator Loss: 0.9870... Generator Loss: 2.0633 Epoch 1/1... Discriminator Loss: 0.9287... Generator Loss: 1.1192 Epoch 1/1... Discriminator Loss: 0.8218... Generator Loss: 2.1728 Epoch 1/1... Discriminator Loss: 1.5970... Generator Loss: 0.5921
Epoch 1/1... Discriminator Loss: 1.1793... Generator Loss: 3.6583 Epoch 1/1... Discriminator Loss: 0.7429... Generator Loss: 1.4434 Epoch 1/1... Discriminator Loss: 1.0879... Generator Loss: 0.9069 Epoch 1/1... Discriminator Loss: 0.9838... Generator Loss: 2.3384 Epoch 1/1... Discriminator Loss: 1.1399... Generator Loss: 0.9387 Epoch 1/1... Discriminator Loss: 0.9161... Generator Loss: 1.5049 Epoch 1/1... Discriminator Loss: 0.9027... Generator Loss: 1.3143 Epoch 1/1... Discriminator Loss: 0.8571... Generator Loss: 1.1407 Epoch 1/1... Discriminator Loss: 0.8145... Generator Loss: 1.9281 Epoch 1/1... Discriminator Loss: 0.6817... Generator Loss: 1.9243
Epoch 1/1... Discriminator Loss: 1.1388... Generator Loss: 0.8760 Epoch 1/1... Discriminator Loss: 0.8041... Generator Loss: 2.0527 Epoch 1/1... Discriminator Loss: 0.7841... Generator Loss: 1.6373 Epoch 1/1... Discriminator Loss: 0.8239... Generator Loss: 1.1989 Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 1.6704 Epoch 1/1... Discriminator Loss: 1.0364... Generator Loss: 1.0472 Epoch 1/1... Discriminator Loss: 0.9160... Generator Loss: 1.6853 Epoch 1/1... Discriminator Loss: 1.2637... Generator Loss: 0.7807 Epoch 1/1... Discriminator Loss: 1.3939... Generator Loss: 2.7048 Epoch 1/1... Discriminator Loss: 1.2818... Generator Loss: 0.7495
Epoch 1/1... Discriminator Loss: 0.7753... Generator Loss: 2.2574 Epoch 1/1... Discriminator Loss: 0.7248... Generator Loss: 1.4631 Epoch 1/1... Discriminator Loss: 1.0401... Generator Loss: 1.0182 Epoch 1/1... Discriminator Loss: 0.9254... Generator Loss: 2.4831 Epoch 1/1... Discriminator Loss: 0.9323... Generator Loss: 1.1757 Epoch 1/1... Discriminator Loss: 0.9942... Generator Loss: 1.3349 Epoch 1/1... Discriminator Loss: 0.9383... Generator Loss: 1.5419 Epoch 1/1... Discriminator Loss: 0.9192... Generator Loss: 1.1853 Epoch 1/1... Discriminator Loss: 0.8727... Generator Loss: 1.3311 Epoch 1/1... Discriminator Loss: 0.9131... Generator Loss: 1.3092
Epoch 1/1... Discriminator Loss: 1.0570... Generator Loss: 0.8483 Epoch 1/1... Discriminator Loss: 1.1534... Generator Loss: 2.8185 Epoch 1/1... Discriminator Loss: 1.0516... Generator Loss: 0.8909 Epoch 1/1... Discriminator Loss: 0.8734... Generator Loss: 2.2332 Epoch 1/1... Discriminator Loss: 0.7818... Generator Loss: 1.4178 Epoch 1/1... Discriminator Loss: 0.9395... Generator Loss: 1.1692 Epoch 1/1... Discriminator Loss: 0.9127... Generator Loss: 1.6217 Epoch 1/1... Discriminator Loss: 1.1405... Generator Loss: 0.9809 Epoch 1/1... Discriminator Loss: 0.9196... Generator Loss: 1.4615 Epoch 1/1... Discriminator Loss: 0.8860... Generator Loss: 1.3447
Epoch 1/1... Discriminator Loss: 0.7925... Generator Loss: 1.6249 Epoch 1/1... Discriminator Loss: 0.8301... Generator Loss: 1.1793 Epoch 1/1... Discriminator Loss: 0.9111... Generator Loss: 1.3546 Epoch 1/1... Discriminator Loss: 0.8643... Generator Loss: 1.5045 Epoch 1/1... Discriminator Loss: 0.8788... Generator Loss: 1.4659 Epoch 1/1... Discriminator Loss: 0.9595... Generator Loss: 1.1488 Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 1.7486 Epoch 1/1... Discriminator Loss: 0.8447... Generator Loss: 1.5841 Epoch 1/1... Discriminator Loss: 1.7270... Generator Loss: 0.5815 Epoch 1/1... Discriminator Loss: 1.2341... Generator Loss: 3.0839
Epoch 1/1... Discriminator Loss: 0.8475... Generator Loss: 1.3885 Epoch 1/1... Discriminator Loss: 1.0784... Generator Loss: 0.9342 Epoch 1/1... Discriminator Loss: 1.1270... Generator Loss: 2.2450 Epoch 1/1... Discriminator Loss: 1.0749... Generator Loss: 0.8264 Epoch 1/1... Discriminator Loss: 0.9101... Generator Loss: 1.7811 Epoch 1/1... Discriminator Loss: 0.9777... Generator Loss: 1.0677 Epoch 1/1... Discriminator Loss: 0.8453... Generator Loss: 1.8090 Epoch 1/1... Discriminator Loss: 0.7310... Generator Loss: 1.7287 Epoch 1/1... Discriminator Loss: 0.8655... Generator Loss: 1.1821 Epoch 1/1... Discriminator Loss: 0.8400... Generator Loss: 1.5958
Epoch 1/1... Discriminator Loss: 0.9875... Generator Loss: 1.1330 Epoch 1/1... Discriminator Loss: 0.8269... Generator Loss: 2.0476 Epoch 1/1... Discriminator Loss: 1.0565... Generator Loss: 0.8570 Epoch 1/1... Discriminator Loss: 1.3264... Generator Loss: 2.8739 Epoch 1/1... Discriminator Loss: 1.1271... Generator Loss: 0.9648 Epoch 1/1... Discriminator Loss: 0.8896... Generator Loss: 1.3194 Epoch 1/1... Discriminator Loss: 0.9198... Generator Loss: 2.1241 Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.9362 Epoch 1/1... Discriminator Loss: 0.8715... Generator Loss: 1.5975 Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 1.2953
Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.4402 Epoch 1/1... Discriminator Loss: 0.7956... Generator Loss: 1.3826 Epoch 1/1... Discriminator Loss: 0.9193... Generator Loss: 1.3429 Epoch 1/1... Discriminator Loss: 0.7639... Generator Loss: 1.5751 Epoch 1/1... Discriminator Loss: 0.9418... Generator Loss: 1.3923 Epoch 1/1... Discriminator Loss: 0.9819... Generator Loss: 1.0997 Epoch 1/1... Discriminator Loss: 0.8597... Generator Loss: 1.7538 Epoch 1/1... Discriminator Loss: 0.8163... Generator Loss: 1.2792 Epoch 1/1... Discriminator Loss: 0.8682... Generator Loss: 1.2702 Epoch 1/1... Discriminator Loss: 0.8265... Generator Loss: 1.7963
Epoch 1/1... Discriminator Loss: 0.8607... Generator Loss: 1.1664 Epoch 1/1... Discriminator Loss: 0.8953... Generator Loss: 1.5196 Epoch 1/1... Discriminator Loss: 1.0499... Generator Loss: 0.8875 Epoch 1/1... Discriminator Loss: 1.0538... Generator Loss: 1.9655 Epoch 1/1... Discriminator Loss: 0.8008... Generator Loss: 1.2546 Epoch 1/1... Discriminator Loss: 0.9649... Generator Loss: 1.1138 Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 1.5151 Epoch 1/1... Discriminator Loss: 1.0124... Generator Loss: 0.9113 Epoch 1/1... Discriminator Loss: 1.3063... Generator Loss: 2.7212 Epoch 1/1... Discriminator Loss: 1.3752... Generator Loss: 0.7176
Epoch 1/1... Discriminator Loss: 0.9917... Generator Loss: 2.7757 Epoch 1/1... Discriminator Loss: 0.9265... Generator Loss: 0.9912 Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 1.4943 Epoch 1/1... Discriminator Loss: 0.9896... Generator Loss: 1.6920 Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 1.1050 Epoch 1/1... Discriminator Loss: 0.9184... Generator Loss: 1.6764 Epoch 1/1... Discriminator Loss: 1.0753... Generator Loss: 0.9233 Epoch 1/1... Discriminator Loss: 0.9291... Generator Loss: 1.6089 Epoch 1/1... Discriminator Loss: 0.9855... Generator Loss: 0.9988 Epoch 1/1... Discriminator Loss: 0.9218... Generator Loss: 1.3699
Epoch 1/1... Discriminator Loss: 0.8823... Generator Loss: 1.8257 Epoch 1/1... Discriminator Loss: 1.1472... Generator Loss: 0.7554 Epoch 1/1... Discriminator Loss: 0.8701... Generator Loss: 1.9796 Epoch 1/1... Discriminator Loss: 0.8150... Generator Loss: 1.4784 Epoch 1/1... Discriminator Loss: 0.8901... Generator Loss: 1.0508 Epoch 1/1... Discriminator Loss: 0.9176... Generator Loss: 1.5553 Epoch 1/1... Discriminator Loss: 1.1823... Generator Loss: 0.8694 Epoch 1/1... Discriminator Loss: 0.9895... Generator Loss: 2.1766 Epoch 1/1... Discriminator Loss: 0.7582... Generator Loss: 1.5015 Epoch 1/1... Discriminator Loss: 0.7858... Generator Loss: 1.2544
Epoch 1/1... Discriminator Loss: 0.8236... Generator Loss: 1.5360 Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 1.1131 Epoch 1/1... Discriminator Loss: 0.9261... Generator Loss: 1.6643 Epoch 1/1... Discriminator Loss: 1.0187... Generator Loss: 1.0963 Epoch 1/1... Discriminator Loss: 0.9507... Generator Loss: 1.3207 Epoch 1/1... Discriminator Loss: 0.8434... Generator Loss: 1.6789 Epoch 1/1... Discriminator Loss: 1.0523... Generator Loss: 0.9779 Epoch 1/1... Discriminator Loss: 0.9675... Generator Loss: 2.1631 Epoch 1/1... Discriminator Loss: 1.2010... Generator Loss: 0.8983 Epoch 1/1... Discriminator Loss: 1.1680... Generator Loss: 2.5996
Epoch 1/1... Discriminator Loss: 0.8796... Generator Loss: 1.0099 Epoch 1/1... Discriminator Loss: 1.1001... Generator Loss: 1.2124 Epoch 1/1... Discriminator Loss: 0.9347... Generator Loss: 1.4569 Epoch 1/1... Discriminator Loss: 1.0270... Generator Loss: 1.0751 Epoch 1/1... Discriminator Loss: 0.8380... Generator Loss: 1.6054 Epoch 1/1... Discriminator Loss: 0.8773... Generator Loss: 1.4027 Epoch 1/1... Discriminator Loss: 0.8993... Generator Loss: 1.1999 Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 1.6358 Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 1.3558 Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 1.3930
Epoch 1/1... Discriminator Loss: 1.1225... Generator Loss: 1.0095 Epoch 1/1... Discriminator Loss: 1.1383... Generator Loss: 1.7402 Epoch 1/1... Discriminator Loss: 1.1307... Generator Loss: 0.9840 Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 1.1023 Epoch 1/1... Discriminator Loss: 0.9057... Generator Loss: 1.9068 Epoch 1/1... Discriminator Loss: 0.9660... Generator Loss: 1.0611 Epoch 1/1... Discriminator Loss: 0.9431... Generator Loss: 1.1068 Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 1.3954 Epoch 1/1... Discriminator Loss: 1.2043... Generator Loss: 0.8706 Epoch 1/1... Discriminator Loss: 1.5109... Generator Loss: 2.9509
Epoch 1/1... Discriminator Loss: 1.4642... Generator Loss: 0.6528 Epoch 1/1... Discriminator Loss: 1.0674... Generator Loss: 2.0332 Epoch 1/1... Discriminator Loss: 1.0920... Generator Loss: 0.8760 Epoch 1/1... Discriminator Loss: 0.8746... Generator Loss: 1.9065 Epoch 1/1... Discriminator Loss: 1.0727... Generator Loss: 1.0839 Epoch 1/1... Discriminator Loss: 1.0139... Generator Loss: 1.1645 Epoch 1/1... Discriminator Loss: 0.8665... Generator Loss: 1.4490 Epoch 1/1... Discriminator Loss: 0.9069... Generator Loss: 1.3689 Epoch 1/1... Discriminator Loss: 0.8665... Generator Loss: 1.1407 Epoch 1/1... Discriminator Loss: 0.8682... Generator Loss: 1.2473
Epoch 1/1... Discriminator Loss: 0.8580... Generator Loss: 1.3973 Epoch 1/1... Discriminator Loss: 1.0275... Generator Loss: 1.0971 Epoch 1/1... Discriminator Loss: 0.9908... Generator Loss: 1.3811 Epoch 1/1... Discriminator Loss: 1.0899... Generator Loss: 1.1372 Epoch 1/1... Discriminator Loss: 0.9839... Generator Loss: 1.2692 Epoch 1/1... Discriminator Loss: 1.0229... Generator Loss: 1.3046 Epoch 1/1... Discriminator Loss: 0.9622... Generator Loss: 1.0861 Epoch 1/1... Discriminator Loss: 0.9186... Generator Loss: 1.0145 Epoch 1/1... Discriminator Loss: 0.9246... Generator Loss: 1.9958 Epoch 1/1... Discriminator Loss: 0.7974... Generator Loss: 1.3062
Epoch 1/1... Discriminator Loss: 0.8818... Generator Loss: 1.1750 Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 1.6708 Epoch 1/1... Discriminator Loss: 1.0467... Generator Loss: 0.8614 Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 1.9308 Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 0.7893 Epoch 1/1... Discriminator Loss: 0.9461... Generator Loss: 1.5988 Epoch 1/1... Discriminator Loss: 0.7513... Generator Loss: 1.7492 Epoch 1/1... Discriminator Loss: 1.0597... Generator Loss: 0.8661 Epoch 1/1... Discriminator Loss: 0.9401... Generator Loss: 1.6241 Epoch 1/1... Discriminator Loss: 0.9719... Generator Loss: 1.1045
Epoch 1/1... Discriminator Loss: 0.9051... Generator Loss: 1.3794 Epoch 1/1... Discriminator Loss: 1.0274... Generator Loss: 1.1856 Epoch 1/1... Discriminator Loss: 0.9937... Generator Loss: 1.3980 Epoch 1/1... Discriminator Loss: 1.0885... Generator Loss: 0.8699 Epoch 1/1... Discriminator Loss: 0.9156... Generator Loss: 1.5185 Epoch 1/1... Discriminator Loss: 0.8209... Generator Loss: 1.5925 Epoch 1/1... Discriminator Loss: 1.1126... Generator Loss: 0.8684 Epoch 1/1... Discriminator Loss: 0.8999... Generator Loss: 1.4731 Epoch 1/1... Discriminator Loss: 0.9232... Generator Loss: 1.5339 Epoch 1/1... Discriminator Loss: 1.2717... Generator Loss: 0.7755
Epoch 1/1... Discriminator Loss: 1.1914... Generator Loss: 3.0230 Epoch 1/1... Discriminator Loss: 1.0794... Generator Loss: 0.9018 Epoch 1/1... Discriminator Loss: 0.8247... Generator Loss: 1.3416 Epoch 1/1... Discriminator Loss: 0.9808... Generator Loss: 2.0508 Epoch 1/1... Discriminator Loss: 0.9126... Generator Loss: 1.1616 Epoch 1/1... Discriminator Loss: 0.9761... Generator Loss: 1.1550 Epoch 1/1... Discriminator Loss: 0.8290... Generator Loss: 2.0029 Epoch 1/1... Discriminator Loss: 0.9883... Generator Loss: 0.9342 Epoch 1/1... Discriminator Loss: 0.9707... Generator Loss: 1.4808 Epoch 1/1... Discriminator Loss: 1.0401... Generator Loss: 1.2383
Epoch 1/1... Discriminator Loss: 1.0153... Generator Loss: 1.4149 Epoch 1/1... Discriminator Loss: 0.9963... Generator Loss: 1.1538 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 1.3581 Epoch 1/1... Discriminator Loss: 1.0696... Generator Loss: 1.1301 Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 0.8218 Epoch 1/1... Discriminator Loss: 1.2922... Generator Loss: 2.2796 Epoch 1/1... Discriminator Loss: 1.1311... Generator Loss: 0.9235 Epoch 1/1... Discriminator Loss: 0.8898... Generator Loss: 1.1793 Epoch 1/1... Discriminator Loss: 0.7677... Generator Loss: 1.6656 Epoch 1/1... Discriminator Loss: 0.9777... Generator Loss: 1.0992
Epoch 1/1... Discriminator Loss: 0.9141... Generator Loss: 1.3746 Epoch 1/1... Discriminator Loss: 0.9668... Generator Loss: 1.2746 Epoch 1/1... Discriminator Loss: 0.8795... Generator Loss: 1.2227 Epoch 1/1... Discriminator Loss: 1.0086... Generator Loss: 1.0669 Epoch 1/1... Discriminator Loss: 0.9016... Generator Loss: 1.6923 Epoch 1/1... Discriminator Loss: 0.9519... Generator Loss: 0.9613 Epoch 1/1... Discriminator Loss: 0.8463... Generator Loss: 1.3491 Epoch 1/1... Discriminator Loss: 0.8903... Generator Loss: 1.5367 Epoch 1/1... Discriminator Loss: 1.1345... Generator Loss: 0.9419 Epoch 1/1... Discriminator Loss: 0.9022... Generator Loss: 1.5726
Epoch 1/1... Discriminator Loss: 0.9230... Generator Loss: 1.4286 Epoch 1/1... Discriminator Loss: 0.9378... Generator Loss: 1.1930 Epoch 1/1... Discriminator Loss: 1.0068... Generator Loss: 1.1229 Epoch 1/1... Discriminator Loss: 0.8472... Generator Loss: 1.5103 Epoch 1/1... Discriminator Loss: 1.1989... Generator Loss: 0.7464 Epoch 1/1... Discriminator Loss: 1.0484... Generator Loss: 2.2840 Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.7611 Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 1.9508 Epoch 1/1... Discriminator Loss: 0.9696... Generator Loss: 1.4076 Epoch 1/1... Discriminator Loss: 1.0639... Generator Loss: 0.9080
Epoch 1/1... Discriminator Loss: 0.9052... Generator Loss: 1.3471 Epoch 1/1... Discriminator Loss: 0.9354... Generator Loss: 1.3892 Epoch 1/1... Discriminator Loss: 0.9226... Generator Loss: 1.2373 Epoch 1/1... Discriminator Loss: 0.9488... Generator Loss: 1.2199 Epoch 1/1... Discriminator Loss: 0.8605... Generator Loss: 1.6945 Epoch 1/1... Discriminator Loss: 1.0526... Generator Loss: 0.8553 Epoch 1/1... Discriminator Loss: 0.8699... Generator Loss: 1.9952 Epoch 1/1... Discriminator Loss: 1.0025... Generator Loss: 1.0046 Epoch 1/1... Discriminator Loss: 0.9471... Generator Loss: 1.7100 Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.9321
Epoch 1/1... Discriminator Loss: 0.9321... Generator Loss: 1.6038 Epoch 1/1... Discriminator Loss: 0.9221... Generator Loss: 1.0579 Epoch 1/1... Discriminator Loss: 0.8767... Generator Loss: 1.4425 Epoch 1/1... Discriminator Loss: 0.8838... Generator Loss: 1.2687 Epoch 1/1... Discriminator Loss: 0.8847... Generator Loss: 1.5840 Epoch 1/1... Discriminator Loss: 0.9994... Generator Loss: 1.0340 Epoch 1/1... Discriminator Loss: 0.8850... Generator Loss: 1.5405 Epoch 1/1... Discriminator Loss: 0.8741... Generator Loss: 1.1589 Epoch 1/1... Discriminator Loss: 0.9441... Generator Loss: 1.3026 Epoch 1/1... Discriminator Loss: 1.0596... Generator Loss: 1.0053
Epoch 1/1... Discriminator Loss: 0.9594... Generator Loss: 1.7184 Epoch 1/1... Discriminator Loss: 1.0112... Generator Loss: 0.9216 Epoch 1/1... Discriminator Loss: 0.9801... Generator Loss: 1.4604 Epoch 1/1... Discriminator Loss: 1.0198... Generator Loss: 1.0178 Epoch 1/1... Discriminator Loss: 0.8316... Generator Loss: 1.9763 Epoch 1/1... Discriminator Loss: 0.9729... Generator Loss: 1.1251 Epoch 1/1... Discriminator Loss: 0.9383... Generator Loss: 1.5638 Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 1.0971 Epoch 1/1... Discriminator Loss: 0.8770... Generator Loss: 1.9157 Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.7763
Epoch 1/1... Discriminator Loss: 0.9688... Generator Loss: 1.4794 Epoch 1/1... Discriminator Loss: 0.8899... Generator Loss: 1.6124 Epoch 1/1... Discriminator Loss: 1.0057... Generator Loss: 0.9700 Epoch 1/1... Discriminator Loss: 0.8045... Generator Loss: 2.0587 Epoch 1/1... Discriminator Loss: 0.7637... Generator Loss: 1.5986 Epoch 1/1... Discriminator Loss: 0.8815... Generator Loss: 1.0573 Epoch 1/1... Discriminator Loss: 0.9338... Generator Loss: 1.5500 Epoch 1/1... Discriminator Loss: 0.9809... Generator Loss: 1.1381 Epoch 1/1... Discriminator Loss: 1.1341... Generator Loss: 0.9160 Epoch 1/1... Discriminator Loss: 1.0519... Generator Loss: 2.3708
Epoch 1/1... Discriminator Loss: 1.1686... Generator Loss: 0.7769 Epoch 1/1... Discriminator Loss: 0.9336... Generator Loss: 1.7641 Epoch 1/1... Discriminator Loss: 0.9107... Generator Loss: 1.3023 Epoch 1/1... Discriminator Loss: 1.1929... Generator Loss: 0.8527 Epoch 1/1... Discriminator Loss: 1.0973... Generator Loss: 1.9505 Epoch 1/1... Discriminator Loss: 1.0968... Generator Loss: 0.8818 Epoch 1/1... Discriminator Loss: 0.9138... Generator Loss: 1.1911 Epoch 1/1... Discriminator Loss: 1.0099... Generator Loss: 1.3042 Epoch 1/1... Discriminator Loss: 1.0747... Generator Loss: 1.1155 Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 1.0879
Epoch 1/1... Discriminator Loss: 1.0215... Generator Loss: 1.3658 Epoch 1/1... Discriminator Loss: 1.1305... Generator Loss: 0.9328 Epoch 1/1... Discriminator Loss: 0.9428... Generator Loss: 1.6535 Epoch 1/1... Discriminator Loss: 1.0740... Generator Loss: 0.9933 Epoch 1/1... Discriminator Loss: 0.8567... Generator Loss: 1.4635 Epoch 1/1... Discriminator Loss: 0.9780... Generator Loss: 1.8204 Epoch 1/1... Discriminator Loss: 0.9832... Generator Loss: 1.0119 Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 1.7182 Epoch 1/1... Discriminator Loss: 0.9980... Generator Loss: 1.0535 Epoch 1/1... Discriminator Loss: 0.9294... Generator Loss: 1.2435
Epoch 1/1... Discriminator Loss: 0.9857... Generator Loss: 1.2987 Epoch 1/1... Discriminator Loss: 1.0676... Generator Loss: 0.9060 Epoch 1/1... Discriminator Loss: 1.0508... Generator Loss: 1.4263 Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 1.0538 Epoch 1/1... Discriminator Loss: 0.8825... Generator Loss: 1.5198 Epoch 1/1... Discriminator Loss: 0.8953... Generator Loss: 1.2851 Epoch 1/1... Discriminator Loss: 0.9001... Generator Loss: 1.2390 Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.6559 Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 1.0463 Epoch 1/1... Discriminator Loss: 0.9533... Generator Loss: 1.1825
Epoch 1/1... Discriminator Loss: 0.9419... Generator Loss: 1.3327 Epoch 1/1... Discriminator Loss: 0.8896... Generator Loss: 1.3575 Epoch 1/1... Discriminator Loss: 0.8038... Generator Loss: 1.4438 Epoch 1/1... Discriminator Loss: 0.7910... Generator Loss: 1.2705 Epoch 1/1... Discriminator Loss: 0.9825... Generator Loss: 0.9179 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 1.8698 Epoch 1/1... Discriminator Loss: 0.9519... Generator Loss: 1.0602 Epoch 1/1... Discriminator Loss: 0.9057... Generator Loss: 1.8320 Epoch 1/1... Discriminator Loss: 1.0250... Generator Loss: 0.9525 Epoch 1/1... Discriminator Loss: 0.9548... Generator Loss: 1.8758
Epoch 1/1... Discriminator Loss: 1.2116... Generator Loss: 0.7820 Epoch 1/1... Discriminator Loss: 0.9576... Generator Loss: 1.9607 Epoch 1/1... Discriminator Loss: 0.9943... Generator Loss: 0.9623 Epoch 1/1... Discriminator Loss: 1.0095... Generator Loss: 1.2373 Epoch 1/1... Discriminator Loss: 0.9333... Generator Loss: 1.9888 Epoch 1/1... Discriminator Loss: 1.0991... Generator Loss: 0.9215 Epoch 1/1... Discriminator Loss: 0.7936... Generator Loss: 1.4502 Epoch 1/1... Discriminator Loss: 0.9253... Generator Loss: 1.0471 Epoch 1/1... Discriminator Loss: 0.9006... Generator Loss: 1.5415 Epoch 1/1... Discriminator Loss: 1.0077... Generator Loss: 1.1494
Epoch 1/1... Discriminator Loss: 0.9339... Generator Loss: 1.1971 Epoch 1/1... Discriminator Loss: 0.8842... Generator Loss: 1.3252 Epoch 1/1... Discriminator Loss: 0.9485... Generator Loss: 1.2362 Epoch 1/1... Discriminator Loss: 0.8928... Generator Loss: 1.2335 Epoch 1/1... Discriminator Loss: 0.8470... Generator Loss: 1.3302 Epoch 1/1... Discriminator Loss: 0.9059... Generator Loss: 1.3201 Epoch 1/1... Discriminator Loss: 0.8837... Generator Loss: 1.2762 Epoch 1/1... Discriminator Loss: 0.8175... Generator Loss: 1.4856 Epoch 1/1... Discriminator Loss: 0.8382... Generator Loss: 1.5644 Epoch 1/1... Discriminator Loss: 0.8910... Generator Loss: 1.4065
Epoch 1/1... Discriminator Loss: 0.9207... Generator Loss: 0.9518 Epoch 1/1... Discriminator Loss: 0.9854... Generator Loss: 1.2952 Epoch 1/1... Discriminator Loss: 0.8173... Generator Loss: 1.7547 Epoch 1/1... Discriminator Loss: 1.0408... Generator Loss: 0.9710 Epoch 1/1... Discriminator Loss: 0.8703... Generator Loss: 1.6175 Epoch 1/1... Discriminator Loss: 0.9153... Generator Loss: 1.4637 Epoch 1/1... Discriminator Loss: 0.9209... Generator Loss: 1.1747 Epoch 1/1... Discriminator Loss: 1.0144... Generator Loss: 1.2455 Epoch 1/1... Discriminator Loss: 0.9340... Generator Loss: 1.7187 Epoch 1/1... Discriminator Loss: 1.1218... Generator Loss: 0.9609
Epoch 1/1... Discriminator Loss: 0.9015... Generator Loss: 1.4472 Epoch 1/1... Discriminator Loss: 0.9303... Generator Loss: 1.4645 Epoch 1/1... Discriminator Loss: 0.8692... Generator Loss: 1.0950 Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 1.1652 Epoch 1/1... Discriminator Loss: 0.9122... Generator Loss: 1.5333 Epoch 1/1... Discriminator Loss: 0.9323... Generator Loss: 1.0694 Epoch 1/1... Discriminator Loss: 0.8293... Generator Loss: 1.7880 Epoch 1/1... Discriminator Loss: 1.1449... Generator Loss: 0.9390 Epoch 1/1... Discriminator Loss: 0.8430... Generator Loss: 1.3876 Epoch 1/1... Discriminator Loss: 0.9911... Generator Loss: 1.4466
Epoch 1/1... Discriminator Loss: 1.0250... Generator Loss: 0.9434 Epoch 1/1... Discriminator Loss: 0.8349... Generator Loss: 1.4516 Epoch 1/1... Discriminator Loss: 0.8358... Generator Loss: 1.4073 Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 1.2380 Epoch 1/1... Discriminator Loss: 0.8504... Generator Loss: 1.3625 Epoch 1/1... Discriminator Loss: 0.8010... Generator Loss: 1.3021 Epoch 1/1... Discriminator Loss: 0.7877... Generator Loss: 1.5693 Epoch 1/1... Discriminator Loss: 0.8742... Generator Loss: 1.0839 Epoch 1/1... Discriminator Loss: 1.0385... Generator Loss: 1.0227 Epoch 1/1... Discriminator Loss: 0.8334... Generator Loss: 1.5566
Epoch 1/1... Discriminator Loss: 0.8522... Generator Loss: 1.2919 Epoch 1/1... Discriminator Loss: 0.8644... Generator Loss: 1.2372 Epoch 1/1... Discriminator Loss: 0.9538... Generator Loss: 1.9444 Epoch 1/1... Discriminator Loss: 0.8757... Generator Loss: 1.1158 Epoch 1/1... Discriminator Loss: 0.8775... Generator Loss: 1.2246 Epoch 1/1... Discriminator Loss: 0.8904... Generator Loss: 1.5155 Epoch 1/1... Discriminator Loss: 0.9002... Generator Loss: 1.1531 Epoch 1/1... Discriminator Loss: 0.9460... Generator Loss: 1.2969 Epoch 1/1... Discriminator Loss: 0.8876... Generator Loss: 1.2584 Epoch 1/1... Discriminator Loss: 1.0412... Generator Loss: 1.4042
Epoch 1/1... Discriminator Loss: 1.0105... Generator Loss: 1.0799 Epoch 1/1... Discriminator Loss: 0.9833... Generator Loss: 0.9982 Epoch 1/1... Discriminator Loss: 0.9879... Generator Loss: 1.8641 Epoch 1/1... Discriminator Loss: 1.1139... Generator Loss: 0.8895 Epoch 1/1... Discriminator Loss: 1.0119... Generator Loss: 2.0895 Epoch 1/1... Discriminator Loss: 0.9674... Generator Loss: 1.3006 Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 0.9483 Epoch 1/1... Discriminator Loss: 0.9496... Generator Loss: 1.8122 Epoch 1/1... Discriminator Loss: 0.9327... Generator Loss: 1.0058 Epoch 1/1... Discriminator Loss: 0.9122... Generator Loss: 1.5909
Epoch 1/1... Discriminator Loss: 0.8519... Generator Loss: 1.4328 Epoch 1/1... Discriminator Loss: 1.2741... Generator Loss: 0.7923 Epoch 1/1... Discriminator Loss: 1.1937... Generator Loss: 2.1774 Epoch 1/1... Discriminator Loss: 1.0691... Generator Loss: 0.9680 Epoch 1/1... Discriminator Loss: 0.9981... Generator Loss: 1.2194 Epoch 1/1... Discriminator Loss: 0.9462... Generator Loss: 1.3659 Epoch 1/1... Discriminator Loss: 0.9783... Generator Loss: 1.0490 Epoch 1/1... Discriminator Loss: 0.8599... Generator Loss: 1.5767 Epoch 1/1... Discriminator Loss: 0.8855... Generator Loss: 1.2172 Epoch 1/1... Discriminator Loss: 0.8754... Generator Loss: 1.2358
Epoch 1/1... Discriminator Loss: 0.7869... Generator Loss: 1.5750 Epoch 1/1... Discriminator Loss: 0.9366... Generator Loss: 1.2492 Epoch 1/1... Discriminator Loss: 0.9221... Generator Loss: 1.1797 Epoch 1/1... Discriminator Loss: 1.0064... Generator Loss: 1.4679 Epoch 1/1... Discriminator Loss: 1.0344... Generator Loss: 0.9210 Epoch 1/1... Discriminator Loss: 0.9476... Generator Loss: 1.3796 Epoch 1/1... Discriminator Loss: 0.8761... Generator Loss: 1.3732 Epoch 1/1... Discriminator Loss: 0.9146... Generator Loss: 1.2750 Epoch 1/1... Discriminator Loss: 0.9655... Generator Loss: 1.3571 Epoch 1/1... Discriminator Loss: 0.8227... Generator Loss: 1.3438
Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 1.0408 Epoch 1/1... Discriminator Loss: 0.9657... Generator Loss: 1.7459 Epoch 1/1... Discriminator Loss: 1.0459... Generator Loss: 0.9640 Epoch 1/1... Discriminator Loss: 0.9201... Generator Loss: 1.6664 Epoch 1/1... Discriminator Loss: 0.9419... Generator Loss: 1.2592 Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 1.2280 Epoch 1/1... Discriminator Loss: 0.8932... Generator Loss: 1.7134 Epoch 1/1... Discriminator Loss: 1.1099... Generator Loss: 0.7408 Epoch 1/1... Discriminator Loss: 0.7971... Generator Loss: 1.7950 Epoch 1/1... Discriminator Loss: 0.8899... Generator Loss: 1.3569
Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.8124 Epoch 1/1... Discriminator Loss: 1.1011... Generator Loss: 1.5264 Epoch 1/1... Discriminator Loss: 1.0494... Generator Loss: 1.0168 Epoch 1/1... Discriminator Loss: 0.8453... Generator Loss: 1.5033 Epoch 1/1... Discriminator Loss: 0.9964... Generator Loss: 1.1522 Epoch 1/1... Discriminator Loss: 0.9492... Generator Loss: 1.0912 Epoch 1/1... Discriminator Loss: 0.8381... Generator Loss: 1.4714 Epoch 1/1... Discriminator Loss: 0.8677... Generator Loss: 1.3233 Epoch 1/1... Discriminator Loss: 0.8934... Generator Loss: 1.2464 Epoch 1/1... Discriminator Loss: 0.8715... Generator Loss: 1.1410
Epoch 1/1... Discriminator Loss: 0.8660... Generator Loss: 1.3246 Epoch 1/1... Discriminator Loss: 1.0014... Generator Loss: 1.5596 Epoch 1/1... Discriminator Loss: 1.0815... Generator Loss: 0.9436 Epoch 1/1... Discriminator Loss: 0.8595... Generator Loss: 1.6071 Epoch 1/1... Discriminator Loss: 0.9816... Generator Loss: 1.0251 Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 1.2410 Epoch 1/1... Discriminator Loss: 0.9031... Generator Loss: 1.5983 Epoch 1/1... Discriminator Loss: 1.0289... Generator Loss: 1.0095 Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 1.6924 Epoch 1/1... Discriminator Loss: 0.8797... Generator Loss: 1.0855
Epoch 1/1... Discriminator Loss: 0.7714... Generator Loss: 1.7939 Epoch 1/1... Discriminator Loss: 0.8393... Generator Loss: 1.7078 Epoch 1/1... Discriminator Loss: 0.9191... Generator Loss: 1.0755 Epoch 1/1... Discriminator Loss: 1.0034... Generator Loss: 1.5775 Epoch 1/1... Discriminator Loss: 1.1203... Generator Loss: 0.8484 Epoch 1/1... Discriminator Loss: 1.1181... Generator Loss: 1.5047 Epoch 1/1... Discriminator Loss: 1.0347... Generator Loss: 0.9912 Epoch 1/1... Discriminator Loss: 0.9922... Generator Loss: 0.9079 Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 2.1691 Epoch 1/1... Discriminator Loss: 0.8453... Generator Loss: 1.0815
Epoch 1/1... Discriminator Loss: 0.8296... Generator Loss: 1.3479 Epoch 1/1... Discriminator Loss: 0.9893... Generator Loss: 0.9931 Epoch 1/1... Discriminator Loss: 0.9823... Generator Loss: 2.0136 Epoch 1/1... Discriminator Loss: 0.9213... Generator Loss: 1.0305 Epoch 1/1... Discriminator Loss: 0.8606... Generator Loss: 1.3319 Epoch 1/1... Discriminator Loss: 0.9357... Generator Loss: 1.0926 Epoch 1/1... Discriminator Loss: 0.8475... Generator Loss: 1.3744 Epoch 1/1... Discriminator Loss: 0.9192... Generator Loss: 1.1325 Epoch 1/1... Discriminator Loss: 1.0001... Generator Loss: 1.5072 Epoch 1/1... Discriminator Loss: 0.9601... Generator Loss: 0.9555
Epoch 1/1... Discriminator Loss: 0.8419... Generator Loss: 1.7161 Epoch 1/1... Discriminator Loss: 1.1083... Generator Loss: 0.7935 Epoch 1/1... Discriminator Loss: 0.8453... Generator Loss: 2.1150 Epoch 1/1... Discriminator Loss: 0.9622... Generator Loss: 1.0770 Epoch 1/1... Discriminator Loss: 0.9381... Generator Loss: 1.3830 Epoch 1/1... Discriminator Loss: 0.9225... Generator Loss: 1.1765 Epoch 1/1... Discriminator Loss: 0.8786... Generator Loss: 1.0728 Epoch 1/1... Discriminator Loss: 0.8537... Generator Loss: 1.8434 Epoch 1/1... Discriminator Loss: 0.9864... Generator Loss: 1.0401 Epoch 1/1... Discriminator Loss: 0.9710... Generator Loss: 1.1129
Epoch 1/1... Discriminator Loss: 0.8465... Generator Loss: 1.7578 Epoch 1/1... Discriminator Loss: 0.9474... Generator Loss: 1.1149 Epoch 1/1... Discriminator Loss: 0.8280... Generator Loss: 1.6963 Epoch 1/1... Discriminator Loss: 0.7930... Generator Loss: 1.7171 Epoch 1/1... Discriminator Loss: 0.9616... Generator Loss: 1.0290 Epoch 1/1... Discriminator Loss: 0.9956... Generator Loss: 1.2119 Epoch 1/1... Discriminator Loss: 1.0076... Generator Loss: 1.0595 Epoch 1/1... Discriminator Loss: 0.8498... Generator Loss: 1.3613 Epoch 1/1... Discriminator Loss: 0.8192... Generator Loss: 1.4322 Epoch 1/1... Discriminator Loss: 0.9076... Generator Loss: 1.1115
Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 1.4209 Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 1.3393 Epoch 1/1... Discriminator Loss: 0.9148... Generator Loss: 1.2207 Epoch 1/1... Discriminator Loss: 0.7834... Generator Loss: 1.4058 Epoch 1/1... Discriminator Loss: 1.0352... Generator Loss: 0.9256 Epoch 1/1... Discriminator Loss: 0.9093... Generator Loss: 1.5303 Epoch 1/1... Discriminator Loss: 1.0156... Generator Loss: 1.0788 Epoch 1/1... Discriminator Loss: 0.8945... Generator Loss: 1.2725 Epoch 1/1... Discriminator Loss: 1.0517... Generator Loss: 1.0319 Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 1.6154
Epoch 1/1... Discriminator Loss: 0.9558... Generator Loss: 1.0838 Epoch 1/1... Discriminator Loss: 1.0517... Generator Loss: 0.9682 Epoch 1/1... Discriminator Loss: 1.0959... Generator Loss: 2.0239 Epoch 1/1... Discriminator Loss: 0.9408... Generator Loss: 0.8854 Epoch 1/1... Discriminator Loss: 0.8476... Generator Loss: 1.5928 Epoch 1/1... Discriminator Loss: 0.9174... Generator Loss: 1.2049 Epoch 1/1... Discriminator Loss: 1.0762... Generator Loss: 0.9183 Epoch 1/1... Discriminator Loss: 1.1532... Generator Loss: 1.0937 Epoch 1/1... Discriminator Loss: 1.0373... Generator Loss: 1.1209 Epoch 1/1... Discriminator Loss: 0.9600... Generator Loss: 1.1575
Epoch 1/1... Discriminator Loss: 1.0406... Generator Loss: 0.8341 Epoch 1/1... Discriminator Loss: 0.7954... Generator Loss: 1.7777 Epoch 1/1... Discriminator Loss: 0.9377... Generator Loss: 1.0035 Epoch 1/1... Discriminator Loss: 0.8945... Generator Loss: 2.1053 Epoch 1/1... Discriminator Loss: 0.8556... Generator Loss: 1.0740 Epoch 1/1... Discriminator Loss: 0.8695... Generator Loss: 1.2161 Epoch 1/1... Discriminator Loss: 0.8549... Generator Loss: 1.6262 Epoch 1/1... Discriminator Loss: 0.9187... Generator Loss: 1.1768 Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 1.3285 Epoch 1/1... Discriminator Loss: 0.8637... Generator Loss: 1.5614
Epoch 1/1... Discriminator Loss: 1.0806... Generator Loss: 0.9086 Epoch 1/1... Discriminator Loss: 0.9409... Generator Loss: 1.7279 Epoch 1/1... Discriminator Loss: 1.0315... Generator Loss: 1.0962 Epoch 1/1... Discriminator Loss: 1.0110... Generator Loss: 1.4759 Epoch 1/1... Discriminator Loss: 0.9021... Generator Loss: 1.1011 Epoch 1/1... Discriminator Loss: 0.9352... Generator Loss: 1.5671 Epoch 1/1... Discriminator Loss: 1.0649... Generator Loss: 0.9513 Epoch 1/1... Discriminator Loss: 0.9316... Generator Loss: 1.2101 Epoch 1/1... Discriminator Loss: 0.8345... Generator Loss: 2.0742 Epoch 1/1... Discriminator Loss: 0.9372... Generator Loss: 1.0419
Epoch 1/1... Discriminator Loss: 0.8610... Generator Loss: 1.3736 Epoch 1/1... Discriminator Loss: 1.0024... Generator Loss: 1.1107 Epoch 1/1... Discriminator Loss: 1.0226... Generator Loss: 1.2230 Epoch 1/1... Discriminator Loss: 0.9435... Generator Loss: 1.1494 Epoch 1/1... Discriminator Loss: 0.8194... Generator Loss: 1.5412 Epoch 1/1... Discriminator Loss: 1.1771... Generator Loss: 0.7943 Epoch 1/1... Discriminator Loss: 0.8326... Generator Loss: 2.1670 Epoch 1/1... Discriminator Loss: 0.7510... Generator Loss: 1.3272 Epoch 1/1... Discriminator Loss: 0.7949... Generator Loss: 1.4422 Epoch 1/1... Discriminator Loss: 0.9506... Generator Loss: 1.8399
Epoch 1/1... Discriminator Loss: 1.1729... Generator Loss: 0.7808 Epoch 1/1... Discriminator Loss: 0.8540... Generator Loss: 1.8818 Epoch 1/1... Discriminator Loss: 1.1804... Generator Loss: 0.8938 Epoch 1/1... Discriminator Loss: 0.8823... Generator Loss: 1.2891 Epoch 1/1... Discriminator Loss: 0.9706... Generator Loss: 1.9679 Epoch 1/1... Discriminator Loss: 1.5920... Generator Loss: 0.5560 Epoch 1/1... Discriminator Loss: 1.0858... Generator Loss: 2.7303 Epoch 1/1... Discriminator Loss: 0.9859... Generator Loss: 1.0666 Epoch 1/1... Discriminator Loss: 1.1407... Generator Loss: 0.7975 Epoch 1/1... Discriminator Loss: 1.0621... Generator Loss: 2.0757
Epoch 1/1... Discriminator Loss: 0.9132... Generator Loss: 1.5047 Epoch 1/1... Discriminator Loss: 1.2021... Generator Loss: 0.8375 Epoch 1/1... Discriminator Loss: 0.9452... Generator Loss: 1.3910 Epoch 1/1... Discriminator Loss: 0.8968... Generator Loss: 1.3731 Epoch 1/1... Discriminator Loss: 1.0275... Generator Loss: 0.8686 Epoch 1/1... Discriminator Loss: 0.8633... Generator Loss: 1.8582 Epoch 1/1... Discriminator Loss: 0.9256... Generator Loss: 1.1665 Epoch 1/1... Discriminator Loss: 0.9847... Generator Loss: 1.0142 Epoch 1/1... Discriminator Loss: 0.9125... Generator Loss: 1.2636 Epoch 1/1... Discriminator Loss: 0.9107... Generator Loss: 1.3348
Epoch 1/1... Discriminator Loss: 1.0989... Generator Loss: 0.8799 Epoch 1/1... Discriminator Loss: 0.8356... Generator Loss: 1.5412 Epoch 1/1... Discriminator Loss: 0.8570... Generator Loss: 1.4228 Epoch 1/1... Discriminator Loss: 0.8982... Generator Loss: 1.3057 Epoch 1/1... Discriminator Loss: 0.8719... Generator Loss: 1.3782 Epoch 1/1... Discriminator Loss: 0.9309... Generator Loss: 1.1453 Epoch 1/1... Discriminator Loss: 0.9468... Generator Loss: 1.3325 Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.2474 Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 1.3124 Epoch 1/1... Discriminator Loss: 0.9642... Generator Loss: 1.0560
Epoch 1/1... Discriminator Loss: 0.8578... Generator Loss: 1.3896 Epoch 1/1... Discriminator Loss: 0.9186... Generator Loss: 1.1338 Epoch 1/1... Discriminator Loss: 0.8223... Generator Loss: 1.5543 Epoch 1/1... Discriminator Loss: 0.8282... Generator Loss: 1.4222 Epoch 1/1... Discriminator Loss: 0.8463... Generator Loss: 1.2200 Epoch 1/1... Discriminator Loss: 0.9753... Generator Loss: 1.4659 Epoch 1/1... Discriminator Loss: 0.8325... Generator Loss: 1.2734 Epoch 1/1... Discriminator Loss: 0.9166... Generator Loss: 1.3698 Epoch 1/1... Discriminator Loss: 0.8345... Generator Loss: 1.2097 Epoch 1/1... Discriminator Loss: 0.8575... Generator Loss: 1.4937
Epoch 1/1... Discriminator Loss: 0.8287... Generator Loss: 1.2502 Epoch 1/1... Discriminator Loss: 0.8507... Generator Loss: 1.4644 Epoch 1/1... Discriminator Loss: 0.9728... Generator Loss: 1.1898 Epoch 1/1... Discriminator Loss: 0.8835... Generator Loss: 1.3579 Epoch 1/1... Discriminator Loss: 0.7949... Generator Loss: 1.2469 Epoch 1/1... Discriminator Loss: 0.8068... Generator Loss: 1.2867 Epoch 1/1... Discriminator Loss: 0.8083... Generator Loss: 1.2930 Epoch 1/1... Discriminator Loss: 0.9202... Generator Loss: 1.0584 Epoch 1/1... Discriminator Loss: 0.8721... Generator Loss: 1.8412 Epoch 1/1... Discriminator Loss: 0.9892... Generator Loss: 0.9600
Epoch 1/1... Discriminator Loss: 0.8430... Generator Loss: 1.5905 Epoch 1/1... Discriminator Loss: 0.9228... Generator Loss: 1.1718 Epoch 1/1... Discriminator Loss: 0.7492... Generator Loss: 1.6634 Epoch 1/1... Discriminator Loss: 0.7477... Generator Loss: 1.3748 Epoch 1/1... Discriminator Loss: 0.8529... Generator Loss: 1.3533 Epoch 1/1... Discriminator Loss: 0.8373... Generator Loss: 1.2412 Epoch 1/1... Discriminator Loss: 0.9591... Generator Loss: 1.4079 Epoch 1/1... Discriminator Loss: 0.7303... Generator Loss: 1.5093 Epoch 1/1... Discriminator Loss: 0.8646... Generator Loss: 1.1666 Epoch 1/1... Discriminator Loss: 0.8606... Generator Loss: 1.7553
Epoch 1/1... Discriminator Loss: 0.8944... Generator Loss: 1.0403 Epoch 1/1... Discriminator Loss: 1.0343... Generator Loss: 1.2245 Epoch 1/1... Discriminator Loss: 1.0184... Generator Loss: 0.9195 Epoch 1/1... Discriminator Loss: 0.9627... Generator Loss: 1.3749 Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 0.7742 Epoch 1/1... Discriminator Loss: 0.8931... Generator Loss: 2.2323 Epoch 1/1... Discriminator Loss: 0.9324... Generator Loss: 1.2291 Epoch 1/1... Discriminator Loss: 0.9243... Generator Loss: 1.0071 Epoch 1/1... Discriminator Loss: 1.0284... Generator Loss: 1.6920 Epoch 1/1... Discriminator Loss: 0.8465... Generator Loss: 1.3276
Epoch 1/1... Discriminator Loss: 1.0289... Generator Loss: 0.9590 Epoch 1/1... Discriminator Loss: 0.9285... Generator Loss: 1.3100 Epoch 1/1... Discriminator Loss: 0.9004... Generator Loss: 1.2176 Epoch 1/1... Discriminator Loss: 0.8301... Generator Loss: 1.3981 Epoch 1/1... Discriminator Loss: 0.8731... Generator Loss: 1.2258 Epoch 1/1... Discriminator Loss: 0.8527... Generator Loss: 1.2591 Epoch 1/1... Discriminator Loss: 0.8523... Generator Loss: 1.2039 Epoch 1/1... Discriminator Loss: 0.8168... Generator Loss: 1.2675 Epoch 1/1... Discriminator Loss: 0.8061... Generator Loss: 1.6688 Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 1.1501
Epoch 1/1... Discriminator Loss: 0.9325... Generator Loss: 1.1489 Epoch 1/1... Discriminator Loss: 0.8479... Generator Loss: 1.4914 Epoch 1/1... Discriminator Loss: 0.7652... Generator Loss: 1.4853 Epoch 1/1... Discriminator Loss: 0.7748... Generator Loss: 1.3411 Epoch 1/1... Discriminator Loss: 0.8614... Generator Loss: 1.4199 Epoch 1/1... Discriminator Loss: 0.8638... Generator Loss: 1.2858 Epoch 1/1... Discriminator Loss: 0.8678... Generator Loss: 1.2424 Epoch 1/1... Discriminator Loss: 0.8723... Generator Loss: 1.3818 Epoch 1/1... Discriminator Loss: 0.8635... Generator Loss: 1.2468 Epoch 1/1... Discriminator Loss: 0.8391... Generator Loss: 1.2722
Epoch 1/1... Discriminator Loss: 0.9356... Generator Loss: 1.3401 Epoch 1/1... Discriminator Loss: 1.0079... Generator Loss: 0.8434 Epoch 1/1... Discriminator Loss: 1.0604... Generator Loss: 2.3372 Epoch 1/1... Discriminator Loss: 0.7085... Generator Loss: 1.4371 Epoch 1/1... Discriminator Loss: 0.9228... Generator Loss: 1.0066 Epoch 1/1... Discriminator Loss: 0.9996... Generator Loss: 1.7106 Epoch 1/1... Discriminator Loss: 0.7799... Generator Loss: 1.4158 Epoch 1/1... Discriminator Loss: 1.3209... Generator Loss: 0.7275 Epoch 1/1... Discriminator Loss: 1.0301... Generator Loss: 1.5442 Epoch 1/1... Discriminator Loss: 0.8039... Generator Loss: 1.9068
Epoch 1/1... Discriminator Loss: 1.4507... Generator Loss: 0.5714 Epoch 1/1... Discriminator Loss: 1.4314... Generator Loss: 1.6470 Epoch 1/1... Discriminator Loss: 1.2777... Generator Loss: 0.6856 Epoch 1/1... Discriminator Loss: 1.0475... Generator Loss: 1.6421 Epoch 1/1... Discriminator Loss: 0.8989... Generator Loss: 1.1594 Epoch 1/1... Discriminator Loss: 1.0348... Generator Loss: 0.8327 Epoch 1/1... Discriminator Loss: 1.0791... Generator Loss: 2.0296 Epoch 1/1... Discriminator Loss: 0.9550... Generator Loss: 0.9836 Epoch 1/1... Discriminator Loss: 0.9351... Generator Loss: 1.3164 Epoch 1/1... Discriminator Loss: 0.7647... Generator Loss: 1.6206
Epoch 1/1... Discriminator Loss: 0.8408... Generator Loss: 1.2110 Epoch 1/1... Discriminator Loss: 0.9067... Generator Loss: 1.3504 Epoch 1/1... Discriminator Loss: 0.9434... Generator Loss: 1.1037 Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 1.1900 Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 1.0458 Epoch 1/1... Discriminator Loss: 1.0457... Generator Loss: 1.0097 Epoch 1/1... Discriminator Loss: 0.8233... Generator Loss: 1.5269 Epoch 1/1... Discriminator Loss: 0.9867... Generator Loss: 0.9898 Epoch 1/1... Discriminator Loss: 0.8727... Generator Loss: 1.8660 Epoch 1/1... Discriminator Loss: 0.9436... Generator Loss: 1.0339
Epoch 1/1... Discriminator Loss: 0.9872... Generator Loss: 1.0001 Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 1.5099 Epoch 1/1... Discriminator Loss: 1.1130... Generator Loss: 0.8566 Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 1.4115 Epoch 1/1... Discriminator Loss: 0.8181... Generator Loss: 1.4623 Epoch 1/1... Discriminator Loss: 0.9810... Generator Loss: 1.0515 Epoch 1/1... Discriminator Loss: 0.9407... Generator Loss: 1.0352 Epoch 1/1... Discriminator Loss: 0.9276... Generator Loss: 1.5948 Epoch 1/1... Discriminator Loss: 0.9483... Generator Loss: 0.9895 Epoch 1/1... Discriminator Loss: 0.8921... Generator Loss: 1.2611
Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 1.5220 Epoch 1/1... Discriminator Loss: 0.9476... Generator Loss: 1.1073 Epoch 1/1... Discriminator Loss: 0.7857... Generator Loss: 1.2579 Epoch 1/1... Discriminator Loss: 0.8510... Generator Loss: 1.3377 Epoch 1/1... Discriminator Loss: 1.0492... Generator Loss: 0.9372 Epoch 1/1... Discriminator Loss: 0.9830... Generator Loss: 1.3677 Epoch 1/1... Discriminator Loss: 0.9142... Generator Loss: 1.3105 Epoch 1/1... Discriminator Loss: 1.0149... Generator Loss: 0.9903 Epoch 1/1... Discriminator Loss: 1.0086... Generator Loss: 1.6339 Epoch 1/1... Discriminator Loss: 0.9227... Generator Loss: 1.2446
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 0.9274 Epoch 1/1... Discriminator Loss: 0.9986... Generator Loss: 1.6593 Epoch 1/1... Discriminator Loss: 1.0119... Generator Loss: 0.9636 Epoch 1/1... Discriminator Loss: 0.8521... Generator Loss: 1.7319 Epoch 1/1... Discriminator Loss: 0.8789... Generator Loss: 1.2202 Epoch 1/1... Discriminator Loss: 0.9591... Generator Loss: 1.3022 Epoch 1/1... Discriminator Loss: 0.6830... Generator Loss: 1.9303 Epoch 1/1... Discriminator Loss: 0.7747... Generator Loss: 1.0914 Epoch 1/1... Discriminator Loss: 0.9374... Generator Loss: 1.4609 Epoch 1/1... Discriminator Loss: 0.8983... Generator Loss: 1.0708
Epoch 1/1... Discriminator Loss: 1.3155... Generator Loss: 0.6032 Epoch 1/1... Discriminator Loss: 0.9208... Generator Loss: 2.0080 Epoch 1/1... Discriminator Loss: 1.0172... Generator Loss: 0.7970 Epoch 1/1... Discriminator Loss: 0.8935... Generator Loss: 0.9338 Epoch 1/1... Discriminator Loss: 1.2258... Generator Loss: 1.3759 Epoch 1/1... Discriminator Loss: 1.3960... Generator Loss: 0.6561 Epoch 1/1... Discriminator Loss: 0.9521... Generator Loss: 1.6463 Epoch 1/1... Discriminator Loss: 0.7886... Generator Loss: 1.4411 Epoch 1/1... Discriminator Loss: 0.9188... Generator Loss: 1.0612 Epoch 1/1... Discriminator Loss: 0.8955... Generator Loss: 1.6019
Epoch 1/1... Discriminator Loss: 0.9304... Generator Loss: 1.0945 Epoch 1/1... Discriminator Loss: 0.8561... Generator Loss: 1.2157 Epoch 1/1... Discriminator Loss: 0.9986... Generator Loss: 2.0261 Epoch 1/1... Discriminator Loss: 1.1471... Generator Loss: 0.8040 Epoch 1/1... Discriminator Loss: 0.8594... Generator Loss: 1.4693 Epoch 1/1... Discriminator Loss: 1.0762... Generator Loss: 1.3013 Epoch 1/1... Discriminator Loss: 0.8620... Generator Loss: 1.5044 Epoch 1/1... Discriminator Loss: 1.1478... Generator Loss: 0.8716 Epoch 1/1... Discriminator Loss: 1.0733... Generator Loss: 1.3272 Epoch 1/1... Discriminator Loss: 0.9187... Generator Loss: 1.2006
Epoch 1/1... Discriminator Loss: 0.8319... Generator Loss: 1.3100 Epoch 1/1... Discriminator Loss: 0.9353... Generator Loss: 1.4252 Epoch 1/1... Discriminator Loss: 0.9283... Generator Loss: 0.9864 Epoch 1/1... Discriminator Loss: 0.9786... Generator Loss: 1.2903 Epoch 1/1... Discriminator Loss: 0.7815... Generator Loss: 1.5104 Epoch 1/1... Discriminator Loss: 0.7405... Generator Loss: 1.4430 Epoch 1/1... Discriminator Loss: 0.9083... Generator Loss: 0.8705 Epoch 1/1... Discriminator Loss: 1.1238... Generator Loss: 1.9294 Epoch 1/1... Discriminator Loss: 1.1924... Generator Loss: 0.8269 Epoch 1/1... Discriminator Loss: 0.8746... Generator Loss: 1.6139
Epoch 1/1... Discriminator Loss: 0.9773... Generator Loss: 1.1571 Epoch 1/1... Discriminator Loss: 1.0141... Generator Loss: 1.1261 Epoch 1/1... Discriminator Loss: 1.0707... Generator Loss: 1.6740 Epoch 1/1... Discriminator Loss: 1.1384... Generator Loss: 0.7883 Epoch 1/1... Discriminator Loss: 1.2615... Generator Loss: 1.0537 Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 1.0161 Epoch 1/1... Discriminator Loss: 0.8417... Generator Loss: 1.0899 Epoch 1/1... Discriminator Loss: 0.8380... Generator Loss: 1.7556 Epoch 1/1... Discriminator Loss: 0.8417... Generator Loss: 1.1837 Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 1.4192
Epoch 1/1... Discriminator Loss: 1.0346... Generator Loss: 0.8216 Epoch 1/1... Discriminator Loss: 1.0230... Generator Loss: 1.7380 Epoch 1/1... Discriminator Loss: 0.8556... Generator Loss: 1.2373 Epoch 1/1... Discriminator Loss: 1.0119... Generator Loss: 1.2151 Epoch 1/1... Discriminator Loss: 1.0075... Generator Loss: 1.0156 Epoch 1/1... Discriminator Loss: 0.9963... Generator Loss: 1.2910 Epoch 1/1... Discriminator Loss: 0.9182... Generator Loss: 0.9302 Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 1.6477 Epoch 1/1... Discriminator Loss: 0.7413... Generator Loss: 1.5542 Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.8622
Epoch 1/1... Discriminator Loss: 0.9377... Generator Loss: 1.9263 Epoch 1/1... Discriminator Loss: 1.1282... Generator Loss: 0.7119 Epoch 1/1... Discriminator Loss: 0.9500... Generator Loss: 2.3324 Epoch 1/1... Discriminator Loss: 0.8820... Generator Loss: 0.9795 Epoch 1/1... Discriminator Loss: 1.0222... Generator Loss: 1.0736 Epoch 1/1... Discriminator Loss: 0.9156... Generator Loss: 1.3415 Epoch 1/1... Discriminator Loss: 0.8931... Generator Loss: 1.2847 Epoch 1/1... Discriminator Loss: 0.9394... Generator Loss: 0.9961 Epoch 1/1... Discriminator Loss: 0.9508... Generator Loss: 1.7622 Epoch 1/1... Discriminator Loss: 1.0482... Generator Loss: 0.8542
Epoch 1/1... Discriminator Loss: 0.7485... Generator Loss: 2.0362 Epoch 1/1... Discriminator Loss: 0.8229... Generator Loss: 1.2346 Epoch 1/1... Discriminator Loss: 0.8461... Generator Loss: 1.2826 Epoch 1/1... Discriminator Loss: 0.8840... Generator Loss: 1.8260 Epoch 1/1... Discriminator Loss: 0.8971... Generator Loss: 1.0688 Epoch 1/1... Discriminator Loss: 0.9175... Generator Loss: 1.1057 Epoch 1/1... Discriminator Loss: 0.8755... Generator Loss: 1.4966 Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.8437 Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 1.5947 Epoch 1/1... Discriminator Loss: 0.8605... Generator Loss: 1.1492
Epoch 1/1... Discriminator Loss: 0.9105... Generator Loss: 1.2098 Epoch 1/1... Discriminator Loss: 0.8400... Generator Loss: 1.6602 Epoch 1/1... Discriminator Loss: 0.8879... Generator Loss: 1.3251 Epoch 1/1... Discriminator Loss: 0.8789... Generator Loss: 1.1558 Epoch 1/1... Discriminator Loss: 0.9468... Generator Loss: 1.2608 Epoch 1/1... Discriminator Loss: 0.8071... Generator Loss: 1.4648 Epoch 1/1... Discriminator Loss: 0.9537... Generator Loss: 1.0522 Epoch 1/1... Discriminator Loss: 0.9291... Generator Loss: 1.8736 Epoch 1/1... Discriminator Loss: 0.8919... Generator Loss: 1.0092 Epoch 1/1... Discriminator Loss: 0.6501... Generator Loss: 1.9109
Epoch 1/1... Discriminator Loss: 0.8068... Generator Loss: 1.3527 Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 0.9304 Epoch 1/1... Discriminator Loss: 1.0012... Generator Loss: 1.7886 Epoch 1/1... Discriminator Loss: 1.3651... Generator Loss: 0.6149 Epoch 1/1... Discriminator Loss: 1.1294... Generator Loss: 2.4076 Epoch 1/1... Discriminator Loss: 1.2314... Generator Loss: 0.7001 Epoch 1/1... Discriminator Loss: 1.0036... Generator Loss: 1.4509 Epoch 1/1... Discriminator Loss: 0.7820... Generator Loss: 1.8070 Epoch 1/1... Discriminator Loss: 1.6596... Generator Loss: 0.5588 Epoch 1/1... Discriminator Loss: 1.0654... Generator Loss: 1.7346
Epoch 1/1... Discriminator Loss: 0.9468... Generator Loss: 1.5984 Epoch 1/1... Discriminator Loss: 1.1546... Generator Loss: 0.7825 Epoch 1/1... Discriminator Loss: 0.8955... Generator Loss: 1.9747 Epoch 1/1... Discriminator Loss: 1.0613... Generator Loss: 0.9863 Epoch 1/1... Discriminator Loss: 0.9287... Generator Loss: 1.2490 Epoch 1/1... Discriminator Loss: 0.9737... Generator Loss: 1.6423 Epoch 1/1... Discriminator Loss: 1.3269... Generator Loss: 0.6843 Epoch 1/1... Discriminator Loss: 0.9707... Generator Loss: 1.0377 Epoch 1/1... Discriminator Loss: 0.9492... Generator Loss: 1.6867 Epoch 1/1... Discriminator Loss: 0.9142... Generator Loss: 1.0073
Epoch 1/1... Discriminator Loss: 0.8902... Generator Loss: 1.3750 Epoch 1/1... Discriminator Loss: 0.9315... Generator Loss: 1.1770 Epoch 1/1... Discriminator Loss: 0.9687... Generator Loss: 1.2772 Epoch 1/1... Discriminator Loss: 0.8469... Generator Loss: 1.3225 Epoch 1/1... Discriminator Loss: 0.8196... Generator Loss: 1.4208 Epoch 1/1... Discriminator Loss: 0.8648... Generator Loss: 1.7066 Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 0.8454 Epoch 1/1... Discriminator Loss: 1.1119... Generator Loss: 1.8250 Epoch 1/1... Discriminator Loss: 0.9565... Generator Loss: 0.9898 Epoch 1/1... Discriminator Loss: 1.0536... Generator Loss: 1.0120
Epoch 1/1... Discriminator Loss: 0.8295... Generator Loss: 1.7381 Epoch 1/1... Discriminator Loss: 0.7864... Generator Loss: 1.4683 Epoch 1/1... Discriminator Loss: 1.2558... Generator Loss: 0.6926 Epoch 1/1... Discriminator Loss: 1.0108... Generator Loss: 1.8019 Epoch 1/1... Discriminator Loss: 0.8720... Generator Loss: 1.1587 Epoch 1/1... Discriminator Loss: 1.0398... Generator Loss: 0.9566 Epoch 1/1... Discriminator Loss: 1.0180... Generator Loss: 1.3763 Epoch 1/1... Discriminator Loss: 1.1455... Generator Loss: 0.9280 Epoch 1/1... Discriminator Loss: 1.2331... Generator Loss: 1.2826 Epoch 1/1... Discriminator Loss: 0.9035... Generator Loss: 1.0855
Epoch 1/1... Discriminator Loss: 0.9496... Generator Loss: 1.4168 Epoch 1/1... Discriminator Loss: 0.7665... Generator Loss: 1.3966 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 0.9649 Epoch 1/1... Discriminator Loss: 0.9551... Generator Loss: 1.0769 Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 1.1152 Epoch 1/1... Discriminator Loss: 0.9737... Generator Loss: 1.1950 Epoch 1/1... Discriminator Loss: 0.8221... Generator Loss: 1.2181 Epoch 1/1... Discriminator Loss: 0.8370... Generator Loss: 1.1285 Epoch 1/1... Discriminator Loss: 0.8331... Generator Loss: 1.4781 Epoch 1/1... Discriminator Loss: 0.9565... Generator Loss: 0.9357
Epoch 1/1... Discriminator Loss: 0.9817... Generator Loss: 1.3825 Epoch 1/1... Discriminator Loss: 0.9209... Generator Loss: 1.4708 Epoch 1/1... Discriminator Loss: 0.9138... Generator Loss: 1.0335 Epoch 1/1... Discriminator Loss: 0.9443... Generator Loss: 1.0718 Epoch 1/1... Discriminator Loss: 0.9268... Generator Loss: 1.4979 Epoch 1/1... Discriminator Loss: 0.9606... Generator Loss: 0.9647 Epoch 1/1... Discriminator Loss: 0.9249... Generator Loss: 1.1927 Epoch 1/1... Discriminator Loss: 0.8784... Generator Loss: 1.4183 Epoch 1/1... Discriminator Loss: 0.9150... Generator Loss: 1.1750 Epoch 1/1... Discriminator Loss: 0.8448... Generator Loss: 1.2325
Epoch 1/1... Discriminator Loss: 0.8869... Generator Loss: 1.1968 Epoch 1/1... Discriminator Loss: 0.8608... Generator Loss: 1.2815 Epoch 1/1... Discriminator Loss: 0.7495... Generator Loss: 1.8398 Epoch 1/1... Discriminator Loss: 0.8685... Generator Loss: 1.0957 Epoch 1/1... Discriminator Loss: 1.1298... Generator Loss: 1.4671 Epoch 1/1... Discriminator Loss: 1.0676... Generator Loss: 0.9836 Epoch 1/1... Discriminator Loss: 0.9517... Generator Loss: 0.8799 Epoch 1/1... Discriminator Loss: 1.1399... Generator Loss: 1.9596 Epoch 1/1... Discriminator Loss: 0.9327... Generator Loss: 1.1678 Epoch 1/1... Discriminator Loss: 1.0407... Generator Loss: 0.9515
Epoch 1/1... Discriminator Loss: 0.9600... Generator Loss: 1.3448 Epoch 1/1... Discriminator Loss: 0.7898... Generator Loss: 1.4663 Epoch 1/1... Discriminator Loss: 1.0795... Generator Loss: 0.9110 Epoch 1/1... Discriminator Loss: 0.8867... Generator Loss: 1.2720 Epoch 1/1... Discriminator Loss: 0.8177... Generator Loss: 1.3834 Epoch 1/1... Discriminator Loss: 0.8508... Generator Loss: 1.2809 Epoch 1/1... Discriminator Loss: 0.7199... Generator Loss: 1.6412 Epoch 1/1... Discriminator Loss: 0.9759... Generator Loss: 0.8842 Epoch 1/1... Discriminator Loss: 0.7743... Generator Loss: 1.6916 Epoch 1/1... Discriminator Loss: 0.8291... Generator Loss: 1.1757
Epoch 1/1... Discriminator Loss: 0.9000... Generator Loss: 1.1512 Epoch 1/1... Discriminator Loss: 0.8565... Generator Loss: 1.4247 Epoch 1/1... Discriminator Loss: 0.9188... Generator Loss: 1.0216 Epoch 1/1... Discriminator Loss: 0.8439... Generator Loss: 1.5008 Epoch 1/1... Discriminator Loss: 0.9347... Generator Loss: 1.0855 Epoch 1/1... Discriminator Loss: 0.8903... Generator Loss: 1.4176 Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 1.0292 Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 1.3294 Epoch 1/1... Discriminator Loss: 0.8190... Generator Loss: 1.7115 Epoch 1/1... Discriminator Loss: 1.1079... Generator Loss: 0.8189
Epoch 1/1... Discriminator Loss: 0.8713... Generator Loss: 1.5669 Epoch 1/1... Discriminator Loss: 0.9571... Generator Loss: 1.0336 Epoch 1/1... Discriminator Loss: 0.8547... Generator Loss: 1.6935 Epoch 1/1... Discriminator Loss: 0.8976... Generator Loss: 1.0062 Epoch 1/1... Discriminator Loss: 0.9011... Generator Loss: 1.3180 Epoch 1/1... Discriminator Loss: 1.0172... Generator Loss: 1.1874 Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 1.2869 Epoch 1/1... Discriminator Loss: 1.5591... Generator Loss: 0.5524 Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 1.9148 Epoch 1/1... Discriminator Loss: 0.8201... Generator Loss: 1.3266
Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.7769 Epoch 1/1... Discriminator Loss: 1.1067... Generator Loss: 1.2272 Epoch 1/1... Discriminator Loss: 1.0762... Generator Loss: 1.1828 Epoch 1/1... Discriminator Loss: 1.1249... Generator Loss: 0.8343 Epoch 1/1... Discriminator Loss: 0.7880... Generator Loss: 2.0967 Epoch 1/1... Discriminator Loss: 1.0826... Generator Loss: 0.9739 Epoch 1/1... Discriminator Loss: 1.0585... Generator Loss: 1.0086 Epoch 1/1... Discriminator Loss: 0.9177... Generator Loss: 1.8945 Epoch 1/1... Discriminator Loss: 1.1232... Generator Loss: 0.7798 Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.5327
Epoch 1/1... Discriminator Loss: 0.8128... Generator Loss: 1.2226 Epoch 1/1... Discriminator Loss: 0.9322... Generator Loss: 1.2921 Epoch 1/1... Discriminator Loss: 0.9191... Generator Loss: 1.3003 Epoch 1/1... Discriminator Loss: 0.9427... Generator Loss: 0.9457 Epoch 1/1... Discriminator Loss: 0.8930... Generator Loss: 1.4287 Epoch 1/1... Discriminator Loss: 1.0172... Generator Loss: 1.0438 Epoch 1/1... Discriminator Loss: 1.0173... Generator Loss: 1.1472 Epoch 1/1... Discriminator Loss: 0.9409... Generator Loss: 1.1245 Epoch 1/1... Discriminator Loss: 0.7499... Generator Loss: 1.3904 Epoch 1/1... Discriminator Loss: 0.8740... Generator Loss: 1.2058
Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 1.3892 Epoch 1/1... Discriminator Loss: 0.8636... Generator Loss: 1.1760 Epoch 1/1... Discriminator Loss: 0.8905... Generator Loss: 1.3754 Epoch 1/1... Discriminator Loss: 0.8180... Generator Loss: 1.3870 Epoch 1/1... Discriminator Loss: 0.7922... Generator Loss: 1.2792 Epoch 1/1... Discriminator Loss: 0.7177... Generator Loss: 1.6383 Epoch 1/1... Discriminator Loss: 0.8937... Generator Loss: 1.0297 Epoch 1/1... Discriminator Loss: 0.8656... Generator Loss: 1.8352 Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 1.0005 Epoch 1/1... Discriminator Loss: 0.8746... Generator Loss: 1.1474
Epoch 1/1... Discriminator Loss: 0.9439... Generator Loss: 1.4787 Epoch 1/1... Discriminator Loss: 1.0559... Generator Loss: 1.0567 Epoch 1/1... Discriminator Loss: 1.1443... Generator Loss: 0.7629 Epoch 1/1... Discriminator Loss: 0.9726... Generator Loss: 1.5556 Epoch 1/1... Discriminator Loss: 1.0004... Generator Loss: 1.0004 Epoch 1/1... Discriminator Loss: 1.0746... Generator Loss: 0.8389 Epoch 1/1... Discriminator Loss: 0.9929... Generator Loss: 1.2749 Epoch 1/1... Discriminator Loss: 0.8776... Generator Loss: 1.3024 Epoch 1/1... Discriminator Loss: 0.8647... Generator Loss: 1.0731 Epoch 1/1... Discriminator Loss: 0.9858... Generator Loss: 1.1149
Epoch 1/1... Discriminator Loss: 0.9976... Generator Loss: 2.2674 Epoch 1/1... Discriminator Loss: 1.2735... Generator Loss: 0.7149 Epoch 1/1... Discriminator Loss: 0.9674... Generator Loss: 1.7109 Epoch 1/1... Discriminator Loss: 0.9144... Generator Loss: 1.2315 Epoch 1/1... Discriminator Loss: 1.0329... Generator Loss: 1.0219 Epoch 1/1... Discriminator Loss: 1.1160... Generator Loss: 1.2488 Epoch 1/1... Discriminator Loss: 1.0503... Generator Loss: 1.1989 Epoch 1/1... Discriminator Loss: 1.0291... Generator Loss: 1.0371 Epoch 1/1... Discriminator Loss: 0.9851... Generator Loss: 1.2570 Epoch 1/1... Discriminator Loss: 0.9338... Generator Loss: 1.2564
Epoch 1/1... Discriminator Loss: 0.8936... Generator Loss: 1.5326 Epoch 1/1... Discriminator Loss: 0.9839... Generator Loss: 0.9086 Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 1.6451 Epoch 1/1... Discriminator Loss: 1.0398... Generator Loss: 0.9376 Epoch 1/1... Discriminator Loss: 0.9044... Generator Loss: 1.6396 Epoch 1/1... Discriminator Loss: 0.8425... Generator Loss: 1.2188 Epoch 1/1... Discriminator Loss: 0.8485... Generator Loss: 1.4992 Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 1.0350 Epoch 1/1... Discriminator Loss: 0.9042... Generator Loss: 1.4911 Epoch 1/1... Discriminator Loss: 0.7492... Generator Loss: 1.7805
Epoch 1/1... Discriminator Loss: 1.2185... Generator Loss: 0.7248 Epoch 1/1... Discriminator Loss: 1.1278... Generator Loss: 2.0823 Epoch 1/1... Discriminator Loss: 1.1079... Generator Loss: 0.8978 Epoch 1/1... Discriminator Loss: 0.7867... Generator Loss: 1.9248 Epoch 1/1... Discriminator Loss: 0.7588... Generator Loss: 1.6223 Epoch 1/1... Discriminator Loss: 0.9140... Generator Loss: 1.1461 Epoch 1/1... Discriminator Loss: 1.3537... Generator Loss: 0.6994 Epoch 1/1... Discriminator Loss: 1.0134... Generator Loss: 1.7909 Epoch 1/1... Discriminator Loss: 1.0438... Generator Loss: 1.0193 Epoch 1/1... Discriminator Loss: 1.1168... Generator Loss: 0.9149
Epoch 1/1... Discriminator Loss: 1.0824... Generator Loss: 1.8577 Epoch 1/1... Discriminator Loss: 0.8908... Generator Loss: 1.2139 Epoch 1/1... Discriminator Loss: 0.8821... Generator Loss: 1.3381 Epoch 1/1... Discriminator Loss: 1.0872... Generator Loss: 0.9199 Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 2.0302 Epoch 1/1... Discriminator Loss: 0.9588... Generator Loss: 0.9582 Epoch 1/1... Discriminator Loss: 0.8752... Generator Loss: 1.0177 Epoch 1/1... Discriminator Loss: 1.0404... Generator Loss: 1.7515 Epoch 1/1... Discriminator Loss: 0.9602... Generator Loss: 1.0572 Epoch 1/1... Discriminator Loss: 0.8800... Generator Loss: 1.1340
Epoch 1/1... Discriminator Loss: 0.9345... Generator Loss: 1.2867 Epoch 1/1... Discriminator Loss: 0.9359... Generator Loss: 1.0578 Epoch 1/1... Discriminator Loss: 0.9609... Generator Loss: 1.2484 Epoch 1/1... Discriminator Loss: 1.0525... Generator Loss: 1.3272 Epoch 1/1... Discriminator Loss: 1.0308... Generator Loss: 1.1497 Epoch 1/1... Discriminator Loss: 0.7214... Generator Loss: 1.6025 Epoch 1/1... Discriminator Loss: 0.7823... Generator Loss: 1.5176 Epoch 1/1... Discriminator Loss: 1.1173... Generator Loss: 0.8556 Epoch 1/1... Discriminator Loss: 1.0355... Generator Loss: 1.5552 Epoch 1/1... Discriminator Loss: 1.0125... Generator Loss: 1.0169
Epoch 1/1... Discriminator Loss: 0.9148... Generator Loss: 1.1484 Epoch 1/1... Discriminator Loss: 1.1284... Generator Loss: 1.0114 Epoch 1/1... Discriminator Loss: 0.9093... Generator Loss: 1.3833 Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.7962 Epoch 1/1... Discriminator Loss: 0.9003... Generator Loss: 1.5315 Epoch 1/1... Discriminator Loss: 0.9572... Generator Loss: 1.2763 Epoch 1/1... Discriminator Loss: 0.9622... Generator Loss: 0.9411 Epoch 1/1... Discriminator Loss: 0.8230... Generator Loss: 1.2220 Epoch 1/1... Discriminator Loss: 1.1253... Generator Loss: 0.9125 Epoch 1/1... Discriminator Loss: 0.8692... Generator Loss: 1.4860
Epoch 1/1... Discriminator Loss: 0.8557... Generator Loss: 1.3238 Epoch 1/1... Discriminator Loss: 0.9393... Generator Loss: 1.2047 Epoch 1/1... Discriminator Loss: 0.7828... Generator Loss: 1.8587 Epoch 1/1... Discriminator Loss: 1.1821... Generator Loss: 0.7939 Epoch 1/1... Discriminator Loss: 0.9640... Generator Loss: 1.6701 Epoch 1/1... Discriminator Loss: 0.8907... Generator Loss: 1.2934 Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 0.9883 Epoch 1/1... Discriminator Loss: 0.9018... Generator Loss: 1.6346 Epoch 1/1... Discriminator Loss: 1.0926... Generator Loss: 0.8639 Epoch 1/1... Discriminator Loss: 0.7933... Generator Loss: 1.8517
Epoch 1/1... Discriminator Loss: 0.9387... Generator Loss: 1.0757 Epoch 1/1... Discriminator Loss: 0.8444... Generator Loss: 1.5608 Epoch 1/1... Discriminator Loss: 0.9288... Generator Loss: 1.0328 Epoch 1/1... Discriminator Loss: 0.9023... Generator Loss: 1.4189 Epoch 1/1... Discriminator Loss: 0.8023... Generator Loss: 1.7822 Epoch 1/1... Discriminator Loss: 1.1548... Generator Loss: 0.7962 Epoch 1/1... Discriminator Loss: 0.9893... Generator Loss: 1.3356 Epoch 1/1... Discriminator Loss: 1.1533... Generator Loss: 0.8209 Epoch 1/1... Discriminator Loss: 1.1225... Generator Loss: 1.8475 Epoch 1/1... Discriminator Loss: 1.3807... Generator Loss: 0.6260
Epoch 1/1... Discriminator Loss: 1.1091... Generator Loss: 2.1891 Epoch 1/1... Discriminator Loss: 0.8759... Generator Loss: 1.3157 Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.7559 Epoch 1/1... Discriminator Loss: 1.1736... Generator Loss: 2.4444 Epoch 1/1... Discriminator Loss: 0.8693... Generator Loss: 1.1322 Epoch 1/1... Discriminator Loss: 0.9149... Generator Loss: 1.1442 Epoch 1/1... Discriminator Loss: 0.7931... Generator Loss: 1.5553 Epoch 1/1... Discriminator Loss: 0.7273... Generator Loss: 1.2454 Epoch 1/1... Discriminator Loss: 0.9370... Generator Loss: 1.1688 Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.8872
Epoch 1/1... Discriminator Loss: 0.9789... Generator Loss: 1.3849 Epoch 1/1... Discriminator Loss: 1.0741... Generator Loss: 0.9485 Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 0.7365 Epoch 1/1... Discriminator Loss: 1.1973... Generator Loss: 0.9040 Epoch 1/1... Discriminator Loss: 1.0642... Generator Loss: 2.2426 Epoch 1/1... Discriminator Loss: 1.0720... Generator Loss: 0.7384 Epoch 1/1... Discriminator Loss: 0.8663... Generator Loss: 1.4465 Epoch 1/1... Discriminator Loss: 0.9429... Generator Loss: 1.4463 Epoch 1/1... Discriminator Loss: 1.0569... Generator Loss: 0.8253 Epoch 1/1... Discriminator Loss: 0.8705... Generator Loss: 1.4840
Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.6751 Epoch 1/1... Discriminator Loss: 0.9328... Generator Loss: 0.9660 Epoch 1/1... Discriminator Loss: 0.9562... Generator Loss: 1.4198 Epoch 1/1... Discriminator Loss: 0.8953... Generator Loss: 1.3746 Epoch 1/1... Discriminator Loss: 1.1451... Generator Loss: 0.6683 Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 2.1138 Epoch 1/1... Discriminator Loss: 1.0114... Generator Loss: 0.9200 Epoch 1/1... Discriminator Loss: 0.8686... Generator Loss: 1.2658 Epoch 1/1... Discriminator Loss: 0.8378... Generator Loss: 1.2989 Epoch 1/1... Discriminator Loss: 0.8563... Generator Loss: 1.3365
Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 1.3012 Epoch 1/1... Discriminator Loss: 1.0043... Generator Loss: 1.0909 Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 1.6941 Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 0.9468 Epoch 1/1... Discriminator Loss: 0.8990... Generator Loss: 1.3114 Epoch 1/1... Discriminator Loss: 0.7510... Generator Loss: 1.5588 Epoch 1/1... Discriminator Loss: 0.7593... Generator Loss: 1.3322 Epoch 1/1... Discriminator Loss: 0.8244... Generator Loss: 1.2668 Epoch 1/1... Discriminator Loss: 0.9539... Generator Loss: 1.0566 Epoch 1/1... Discriminator Loss: 0.8585... Generator Loss: 1.6148
Epoch 1/1... Discriminator Loss: 0.8205... Generator Loss: 1.1898 Epoch 1/1... Discriminator Loss: 0.8821... Generator Loss: 1.2179 Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 1.1740 Epoch 1/1... Discriminator Loss: 0.9887... Generator Loss: 1.0903 Epoch 1/1... Discriminator Loss: 0.8448... Generator Loss: 1.3080 Epoch 1/1... Discriminator Loss: 0.8217... Generator Loss: 1.2033 Epoch 1/1... Discriminator Loss: 0.8945... Generator Loss: 1.1534 Epoch 1/1... Discriminator Loss: 0.9712... Generator Loss: 1.8310 Epoch 1/1... Discriminator Loss: 1.3392... Generator Loss: 0.6863 Epoch 1/1... Discriminator Loss: 0.9366... Generator Loss: 1.2343
Epoch 1/1... Discriminator Loss: 1.0563... Generator Loss: 1.1708 Epoch 1/1... Discriminator Loss: 1.0071... Generator Loss: 0.9202 Epoch 1/1... Discriminator Loss: 0.8464... Generator Loss: 1.4528 Epoch 1/1... Discriminator Loss: 0.7841... Generator Loss: 1.5271 Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 0.7206 Epoch 1/1... Discriminator Loss: 0.9201... Generator Loss: 1.7491 Epoch 1/1... Discriminator Loss: 0.7194... Generator Loss: 1.8023 Epoch 1/1... Discriminator Loss: 1.0221... Generator Loss: 0.8608 Epoch 1/1... Discriminator Loss: 0.8250... Generator Loss: 1.3210 Epoch 1/1... Discriminator Loss: 0.9302... Generator Loss: 1.1397
Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 1.0179 Epoch 1/1... Discriminator Loss: 1.0135... Generator Loss: 1.4536 Epoch 1/1... Discriminator Loss: 0.8946... Generator Loss: 1.1644 Epoch 1/1... Discriminator Loss: 0.8423... Generator Loss: 1.6243 Epoch 1/1... Discriminator Loss: 0.9285... Generator Loss: 1.0657 Epoch 1/1... Discriminator Loss: 0.9518... Generator Loss: 1.1171 Epoch 1/1... Discriminator Loss: 1.0695... Generator Loss: 1.6615 Epoch 1/1... Discriminator Loss: 0.8430... Generator Loss: 1.4210 Epoch 1/1... Discriminator Loss: 1.0626... Generator Loss: 0.7798 Epoch 1/1... Discriminator Loss: 1.0058... Generator Loss: 1.7620
Epoch 1/1... Discriminator Loss: 0.9659... Generator Loss: 1.2285 Epoch 1/1... Discriminator Loss: 0.9874... Generator Loss: 0.8683 Epoch 1/1... Discriminator Loss: 0.8689... Generator Loss: 1.6918 Epoch 1/1... Discriminator Loss: 0.8173... Generator Loss: 1.6250 Epoch 1/1... Discriminator Loss: 0.9858... Generator Loss: 0.8077 Epoch 1/1... Discriminator Loss: 1.0678... Generator Loss: 1.5838 Epoch 1/1... Discriminator Loss: 0.8471... Generator Loss: 1.4600 Epoch 1/1... Discriminator Loss: 0.8325... Generator Loss: 1.2599 Epoch 1/1... Discriminator Loss: 1.0049... Generator Loss: 1.0836 Epoch 1/1... Discriminator Loss: 0.8553... Generator Loss: 1.1750
Epoch 1/1... Discriminator Loss: 0.9329... Generator Loss: 1.4828 Epoch 1/1... Discriminator Loss: 0.9785... Generator Loss: 1.0480 Epoch 1/1... Discriminator Loss: 0.9101... Generator Loss: 1.1186 Epoch 1/1... Discriminator Loss: 0.8951... Generator Loss: 1.3461 Epoch 1/1... Discriminator Loss: 0.8228... Generator Loss: 1.2636 Epoch 1/1... Discriminator Loss: 0.8183... Generator Loss: 1.3891 Epoch 1/1... Discriminator Loss: 0.7832... Generator Loss: 1.2713 Epoch 1/1... Discriminator Loss: 0.9253... Generator Loss: 1.3816 Epoch 1/1... Discriminator Loss: 0.9306... Generator Loss: 1.0682 Epoch 1/1... Discriminator Loss: 1.0578... Generator Loss: 1.8617
Epoch 1/1... Discriminator Loss: 1.0023... Generator Loss: 1.0637 Epoch 1/1... Discriminator Loss: 0.8345... Generator Loss: 1.2968 Epoch 1/1... Discriminator Loss: 0.9340... Generator Loss: 1.2528 Epoch 1/1... Discriminator Loss: 1.0100... Generator Loss: 0.8346 Epoch 1/1... Discriminator Loss: 0.9130... Generator Loss: 1.3328 Epoch 1/1... Discriminator Loss: 0.8404... Generator Loss: 1.2931 Epoch 1/1... Discriminator Loss: 0.8096... Generator Loss: 1.3164 Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 1.0958 Epoch 1/1... Discriminator Loss: 0.9505... Generator Loss: 1.7225 Epoch 1/1... Discriminator Loss: 1.0514... Generator Loss: 0.8725
Epoch 1/1... Discriminator Loss: 0.9749... Generator Loss: 1.4075 Epoch 1/1... Discriminator Loss: 0.9616... Generator Loss: 0.9326 Epoch 1/1... Discriminator Loss: 0.8084... Generator Loss: 1.7320 Epoch 1/1... Discriminator Loss: 0.8073... Generator Loss: 1.3253 Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.9061 Epoch 1/1... Discriminator Loss: 0.8776... Generator Loss: 1.8303 Epoch 1/1... Discriminator Loss: 0.8934... Generator Loss: 1.1023 Epoch 1/1... Discriminator Loss: 0.8407... Generator Loss: 1.6912 Epoch 1/1... Discriminator Loss: 0.7422... Generator Loss: 1.3506 Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 1.1716
Epoch 1/1... Discriminator Loss: 0.8511... Generator Loss: 1.5121 Epoch 1/1... Discriminator Loss: 0.9836... Generator Loss: 1.0641 Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 1.0201 Epoch 1/1... Discriminator Loss: 1.0570... Generator Loss: 0.9132 Epoch 1/1... Discriminator Loss: 0.9354... Generator Loss: 1.4069 Epoch 1/1... Discriminator Loss: 0.8117... Generator Loss: 1.1876 Epoch 1/1... Discriminator Loss: 0.7887... Generator Loss: 1.4149 Epoch 1/1... Discriminator Loss: 0.8624... Generator Loss: 1.4273 Epoch 1/1... Discriminator Loss: 0.8610... Generator Loss: 1.0615 Epoch 1/1... Discriminator Loss: 0.7978... Generator Loss: 1.6475
Epoch 1/1... Discriminator Loss: 0.9505... Generator Loss: 1.2938 Epoch 1/1... Discriminator Loss: 0.7994... Generator Loss: 1.5459 Epoch 1/1... Discriminator Loss: 0.9924... Generator Loss: 0.9873 Epoch 1/1... Discriminator Loss: 0.9328... Generator Loss: 1.4685 Epoch 1/1... Discriminator Loss: 0.8419... Generator Loss: 1.3621 Epoch 1/1... Discriminator Loss: 0.8946... Generator Loss: 1.2092 Epoch 1/1... Discriminator Loss: 0.9216... Generator Loss: 1.8054 Epoch 1/1... Discriminator Loss: 0.8397... Generator Loss: 1.1738 Epoch 1/1... Discriminator Loss: 0.9298... Generator Loss: 0.9957 Epoch 1/1... Discriminator Loss: 0.9863... Generator Loss: 1.6314
Epoch 1/1... Discriminator Loss: 0.9801... Generator Loss: 1.0420 Epoch 1/1... Discriminator Loss: 0.8628... Generator Loss: 1.4792 Epoch 1/1... Discriminator Loss: 0.7756... Generator Loss: 1.7262 Epoch 1/1... Discriminator Loss: 1.0261... Generator Loss: 0.9237 Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.6632 Epoch 1/1... Discriminator Loss: 0.8579... Generator Loss: 1.1817 Epoch 1/1... Discriminator Loss: 0.8352... Generator Loss: 1.4308 Epoch 1/1... Discriminator Loss: 1.1938... Generator Loss: 0.8517 Epoch 1/1... Discriminator Loss: 1.0376... Generator Loss: 1.6862 Epoch 1/1... Discriminator Loss: 0.8574... Generator Loss: 1.1784
Epoch 1/1... Discriminator Loss: 1.0386... Generator Loss: 1.0093 Epoch 1/1... Discriminator Loss: 0.9271... Generator Loss: 1.9258 Epoch 1/1... Discriminator Loss: 1.0835... Generator Loss: 0.8733 Epoch 1/1... Discriminator Loss: 0.8641... Generator Loss: 1.5317 Epoch 1/1... Discriminator Loss: 0.9946... Generator Loss: 0.9621 Epoch 1/1... Discriminator Loss: 0.8555... Generator Loss: 1.4544 Epoch 1/1... Discriminator Loss: 0.8308... Generator Loss: 1.0407 Epoch 1/1... Discriminator Loss: 0.9615... Generator Loss: 1.2949 Epoch 1/1... Discriminator Loss: 0.9468... Generator Loss: 1.4385 Epoch 1/1... Discriminator Loss: 0.9495... Generator Loss: 1.1661
Epoch 1/1... Discriminator Loss: 0.7549... Generator Loss: 1.5595 Epoch 1/1... Discriminator Loss: 0.7830... Generator Loss: 1.2495 Epoch 1/1... Discriminator Loss: 0.8108... Generator Loss: 1.3262 Epoch 1/1... Discriminator Loss: 0.8956... Generator Loss: 1.4768 Epoch 1/1... Discriminator Loss: 0.8775... Generator Loss: 1.0692 Epoch 1/1... Discriminator Loss: 0.8035... Generator Loss: 1.1940 Epoch 1/1... Discriminator Loss: 0.8587... Generator Loss: 1.6713 Epoch 1/1... Discriminator Loss: 0.7483... Generator Loss: 1.4769 Epoch 1/1... Discriminator Loss: 1.0172... Generator Loss: 0.8528 Epoch 1/1... Discriminator Loss: 0.9886... Generator Loss: 2.1013
Epoch 1/1... Discriminator Loss: 0.8253... Generator Loss: 1.1729 Epoch 1/1... Discriminator Loss: 0.9094... Generator Loss: 1.1469 Epoch 1/1... Discriminator Loss: 0.8789... Generator Loss: 1.2566 Epoch 1/1... Discriminator Loss: 0.9516... Generator Loss: 1.4031 Epoch 1/1... Discriminator Loss: 0.9339... Generator Loss: 0.9967 Epoch 1/1... Discriminator Loss: 0.9675... Generator Loss: 1.5463 Epoch 1/1... Discriminator Loss: 0.9304... Generator Loss: 1.0875 Epoch 1/1... Discriminator Loss: 0.7994... Generator Loss: 1.6130 Epoch 1/1... Discriminator Loss: 0.8858... Generator Loss: 1.0310 Epoch 1/1... Discriminator Loss: 0.8139... Generator Loss: 1.4642
Epoch 1/1... Discriminator Loss: 0.7811... Generator Loss: 1.5427 Epoch 1/1... Discriminator Loss: 0.8730... Generator Loss: 0.9987 Epoch 1/1... Discriminator Loss: 0.9355... Generator Loss: 2.4166 Epoch 1/1... Discriminator Loss: 0.9997... Generator Loss: 0.9467 Epoch 1/1... Discriminator Loss: 1.1517... Generator Loss: 1.2197 Epoch 1/1... Discriminator Loss: 1.0213... Generator Loss: 0.8858 Epoch 1/1... Discriminator Loss: 0.8878... Generator Loss: 2.0289 Epoch 1/1... Discriminator Loss: 0.8055... Generator Loss: 1.1734 Epoch 1/1... Discriminator Loss: 0.9961... Generator Loss: 1.1098 Epoch 1/1... Discriminator Loss: 0.9920... Generator Loss: 1.7562
Epoch 1/1... Discriminator Loss: 0.8793... Generator Loss: 1.0013 Epoch 1/1... Discriminator Loss: 0.9727... Generator Loss: 1.5569 Epoch 1/1... Discriminator Loss: 0.8662... Generator Loss: 1.0398 Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 1.6319 Epoch 1/1... Discriminator Loss: 0.9927... Generator Loss: 0.8856 Epoch 1/1... Discriminator Loss: 0.9125... Generator Loss: 1.6482 Epoch 1/1... Discriminator Loss: 0.8249... Generator Loss: 1.3112 Epoch 1/1... Discriminator Loss: 0.8792... Generator Loss: 1.1609 Epoch 1/1... Discriminator Loss: 0.8149... Generator Loss: 1.8349 Epoch 1/1... Discriminator Loss: 1.0451... Generator Loss: 0.7824
Epoch 1/1... Discriminator Loss: 0.9831... Generator Loss: 1.6407 Epoch 1/1... Discriminator Loss: 0.8301... Generator Loss: 1.3641 Epoch 1/1... Discriminator Loss: 0.9719... Generator Loss: 0.9497 Epoch 1/1... Discriminator Loss: 0.8235... Generator Loss: 1.6457 Epoch 1/1... Discriminator Loss: 0.8571... Generator Loss: 1.4423 Epoch 1/1... Discriminator Loss: 1.2780... Generator Loss: 0.7760 Epoch 1/1... Discriminator Loss: 1.0422... Generator Loss: 1.6266 Epoch 1/1... Discriminator Loss: 0.8092... Generator Loss: 1.3844 Epoch 1/1... Discriminator Loss: 0.8549... Generator Loss: 1.0939 Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 2.0488
Epoch 1/1... Discriminator Loss: 1.0051... Generator Loss: 0.9489 Epoch 1/1... Discriminator Loss: 0.8722... Generator Loss: 1.2871 Epoch 1/1... Discriminator Loss: 0.9562... Generator Loss: 1.1147 Epoch 1/1... Discriminator Loss: 0.8721... Generator Loss: 1.4161 Epoch 1/1... Discriminator Loss: 0.8843... Generator Loss: 1.0393 Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 1.4699 Epoch 1/1... Discriminator Loss: 0.8886... Generator Loss: 0.9734 Epoch 1/1... Discriminator Loss: 0.8405... Generator Loss: 1.9841 Epoch 1/1... Discriminator Loss: 0.7246... Generator Loss: 1.4058 Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 1.0219
Epoch 1/1... Discriminator Loss: 0.8466... Generator Loss: 1.8169 Epoch 1/1... Discriminator Loss: 1.0381... Generator Loss: 0.9040 Epoch 1/1... Discriminator Loss: 0.7469... Generator Loss: 1.7325 Epoch 1/1... Discriminator Loss: 0.7454... Generator Loss: 1.3984 Epoch 1/1... Discriminator Loss: 0.8390... Generator Loss: 1.2812 Epoch 1/1... Discriminator Loss: 0.9333... Generator Loss: 1.0581 Epoch 1/1... Discriminator Loss: 0.7936... Generator Loss: 1.5709 Epoch 1/1... Discriminator Loss: 0.7830... Generator Loss: 1.6526 Epoch 1/1... Discriminator Loss: 1.1336... Generator Loss: 0.7743 Epoch 1/1... Discriminator Loss: 0.7913... Generator Loss: 1.8755
Epoch 1/1... Discriminator Loss: 0.7568... Generator Loss: 1.4606 Epoch 1/1... Discriminator Loss: 1.0894... Generator Loss: 1.0221 Epoch 1/1... Discriminator Loss: 0.8740... Generator Loss: 1.6475 Epoch 1/1... Discriminator Loss: 0.9406... Generator Loss: 1.0354 Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 1.2508 Epoch 1/1... Discriminator Loss: 0.8862... Generator Loss: 1.3960 Epoch 1/1... Discriminator Loss: 1.1224... Generator Loss: 0.7741 Epoch 1/1... Discriminator Loss: 0.9382... Generator Loss: 1.6624 Epoch 1/1... Discriminator Loss: 0.9370... Generator Loss: 1.0138 Epoch 1/1... Discriminator Loss: 0.7851... Generator Loss: 1.4052
Epoch 1/1... Discriminator Loss: 0.9205... Generator Loss: 1.2663 Epoch 1/1... Discriminator Loss: 0.7871... Generator Loss: 1.4925 Epoch 1/1... Discriminator Loss: 0.9358... Generator Loss: 1.0651 Epoch 1/1... Discriminator Loss: 0.8719... Generator Loss: 1.6435 Epoch 1/1... Discriminator Loss: 0.8252... Generator Loss: 1.2578 Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 0.9563 Epoch 1/1... Discriminator Loss: 0.9343... Generator Loss: 1.7819 Epoch 1/1... Discriminator Loss: 0.8453... Generator Loss: 0.9665 Epoch 1/1... Discriminator Loss: 0.7428... Generator Loss: 2.1045 Epoch 1/1... Discriminator Loss: 0.6462... Generator Loss: 1.5867
Epoch 1/1... Discriminator Loss: 0.8857... Generator Loss: 0.9504 Epoch 1/1... Discriminator Loss: 0.9607... Generator Loss: 1.4950 Epoch 1/1... Discriminator Loss: 0.9497... Generator Loss: 1.0886 Epoch 1/1... Discriminator Loss: 0.9797... Generator Loss: 1.1703 Epoch 1/1... Discriminator Loss: 0.8030... Generator Loss: 1.5366 Epoch 1/1... Discriminator Loss: 1.1723... Generator Loss: 0.8710 Epoch 1/1... Discriminator Loss: 0.9980... Generator Loss: 0.9225 Epoch 1/1... Discriminator Loss: 0.9890... Generator Loss: 2.4121 Epoch 1/1... Discriminator Loss: 0.9701... Generator Loss: 1.0044 Epoch 1/1... Discriminator Loss: 0.7362... Generator Loss: 1.4951
Epoch 1/1... Discriminator Loss: 0.8270... Generator Loss: 1.8240 Epoch 1/1... Discriminator Loss: 0.9060... Generator Loss: 0.9872 Epoch 1/1... Discriminator Loss: 0.8610... Generator Loss: 1.1483 Epoch 1/1... Discriminator Loss: 0.9010... Generator Loss: 1.3019 Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 0.8929 Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 1.5805 Epoch 1/1... Discriminator Loss: 0.8631... Generator Loss: 1.1036 Epoch 1/1... Discriminator Loss: 0.8480... Generator Loss: 1.1358 Epoch 1/1... Discriminator Loss: 0.8897... Generator Loss: 1.1641 Epoch 1/1... Discriminator Loss: 0.8002... Generator Loss: 1.5720
Epoch 1/1... Discriminator Loss: 0.9049... Generator Loss: 1.2311 Epoch 1/1... Discriminator Loss: 0.7770... Generator Loss: 1.2580 Epoch 1/1... Discriminator Loss: 0.9400... Generator Loss: 1.1610 Epoch 1/1... Discriminator Loss: 0.8570... Generator Loss: 1.5817 Epoch 1/1... Discriminator Loss: 0.7659... Generator Loss: 1.1581 Epoch 1/1... Discriminator Loss: 0.8287... Generator Loss: 1.2300 Epoch 1/1... Discriminator Loss: 0.8243... Generator Loss: 1.3934 Epoch 1/1... Discriminator Loss: 0.9844... Generator Loss: 1.1757 Epoch 1/1... Discriminator Loss: 1.0352... Generator Loss: 0.7985 Epoch 1/1... Discriminator Loss: 0.9419... Generator Loss: 1.8050
Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 0.9249 Epoch 1/1... Discriminator Loss: 0.7932... Generator Loss: 1.3712 Epoch 1/1... Discriminator Loss: 0.9302... Generator Loss: 0.8554 Epoch 1/1... Discriminator Loss: 0.8893... Generator Loss: 1.5835 Epoch 1/1... Discriminator Loss: 0.8431... Generator Loss: 1.1182 Epoch 1/1... Discriminator Loss: 1.1830... Generator Loss: 0.7469 Epoch 1/1... Discriminator Loss: 0.9828... Generator Loss: 2.1220 Epoch 1/1... Discriminator Loss: 1.3210... Generator Loss: 0.6721 Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 2.6859 Epoch 1/1... Discriminator Loss: 2.2620... Generator Loss: 0.3964
Epoch 1/1... Discriminator Loss: 1.8269... Generator Loss: 3.3596 Epoch 1/1... Discriminator Loss: 1.2676... Generator Loss: 0.7191 Epoch 1/1... Discriminator Loss: 1.0207... Generator Loss: 1.1954 Epoch 1/1... Discriminator Loss: 1.0851... Generator Loss: 1.4149 Epoch 1/1... Discriminator Loss: 1.1667... Generator Loss: 0.8837 Epoch 1/1... Discriminator Loss: 1.0777... Generator Loss: 1.0930 Epoch 1/1... Discriminator Loss: 1.1058... Generator Loss: 1.0932 Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 1.3021 Epoch 1/1... Discriminator Loss: 1.0081... Generator Loss: 1.0385 Epoch 1/1... Discriminator Loss: 0.9081... Generator Loss: 1.4174
Epoch 1/1... Discriminator Loss: 0.8452... Generator Loss: 1.3696 Epoch 1/1... Discriminator Loss: 0.7980... Generator Loss: 1.2688 Epoch 1/1... Discriminator Loss: 0.9732... Generator Loss: 1.0535 Epoch 1/1... Discriminator Loss: 0.8318... Generator Loss: 1.6048 Epoch 1/1... Discriminator Loss: 0.7560... Generator Loss: 1.3957 Epoch 1/1... Discriminator Loss: 0.9027... Generator Loss: 1.1945 Epoch 1/1... Discriminator Loss: 0.9403... Generator Loss: 1.4458 Epoch 1/1... Discriminator Loss: 0.9274... Generator Loss: 0.9853 Epoch 1/1... Discriminator Loss: 1.0236... Generator Loss: 1.0938 Epoch 1/1... Discriminator Loss: 0.8837... Generator Loss: 1.2361
Epoch 1/1... Discriminator Loss: 1.0050... Generator Loss: 0.8505 Epoch 1/1... Discriminator Loss: 0.9364... Generator Loss: 1.5502 Epoch 1/1... Discriminator Loss: 1.1868... Generator Loss: 0.6632 Epoch 1/1... Discriminator Loss: 0.8392... Generator Loss: 1.9086 Epoch 1/1... Discriminator Loss: 1.0008... Generator Loss: 1.1401 Epoch 1/1... Discriminator Loss: 0.8493... Generator Loss: 1.3928 Epoch 1/1... Discriminator Loss: 0.9614... Generator Loss: 1.1934 Epoch 1/1... Discriminator Loss: 0.9870... Generator Loss: 0.9436 Epoch 1/1... Discriminator Loss: 1.0305... Generator Loss: 1.4192 Epoch 1/1... Discriminator Loss: 0.9871... Generator Loss: 0.9154
Epoch 1/1... Discriminator Loss: 0.8313... Generator Loss: 1.6342 Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.9150 Epoch 1/1... Discriminator Loss: 0.9308... Generator Loss: 1.5833 Epoch 1/1... Discriminator Loss: 0.9180... Generator Loss: 1.0248 Epoch 1/1... Discriminator Loss: 0.8115... Generator Loss: 1.4923 Epoch 1/1... Discriminator Loss: 0.9636... Generator Loss: 1.0918 Epoch 1/1... Discriminator Loss: 0.8664... Generator Loss: 1.3273 Epoch 1/1... Discriminator Loss: 0.8621... Generator Loss: 1.4119 Epoch 1/1... Discriminator Loss: 1.0034... Generator Loss: 0.9010 Epoch 1/1... Discriminator Loss: 1.0065... Generator Loss: 1.6650
Epoch 1/1... Discriminator Loss: 0.8718... Generator Loss: 1.0389 Epoch 1/1... Discriminator Loss: 0.8295... Generator Loss: 1.2376 Epoch 1/1... Discriminator Loss: 0.8462... Generator Loss: 1.6421 Epoch 1/1... Discriminator Loss: 0.9243... Generator Loss: 1.0481 Epoch 1/1... Discriminator Loss: 0.7971... Generator Loss: 1.4710 Epoch 1/1... Discriminator Loss: 0.9949... Generator Loss: 1.1165 Epoch 1/1... Discriminator Loss: 0.8473... Generator Loss: 1.3618 Epoch 1/1... Discriminator Loss: 0.9775... Generator Loss: 1.0716 Epoch 1/1... Discriminator Loss: 0.7405... Generator Loss: 1.5970 Epoch 1/1... Discriminator Loss: 0.9282... Generator Loss: 1.0113
Epoch 1/1... Discriminator Loss: 0.7810... Generator Loss: 1.6984 Epoch 1/1... Discriminator Loss: 0.7763... Generator Loss: 1.5168 Epoch 1/1... Discriminator Loss: 0.7948... Generator Loss: 1.6037 Epoch 1/1... Discriminator Loss: 1.0604... Generator Loss: 0.8918 Epoch 1/1... Discriminator Loss: 0.9121... Generator Loss: 1.4474 Epoch 1/1... Discriminator Loss: 0.7328... Generator Loss: 1.4431 Epoch 1/1... Discriminator Loss: 0.7784... Generator Loss: 1.2199 Epoch 1/1... Discriminator Loss: 0.9308... Generator Loss: 1.0574 Epoch 1/1... Discriminator Loss: 0.8161... Generator Loss: 1.6260 Epoch 1/1... Discriminator Loss: 0.9045... Generator Loss: 1.2433
Epoch 1/1... Discriminator Loss: 0.7738... Generator Loss: 1.3422 Epoch 1/1... Discriminator Loss: 1.0215... Generator Loss: 0.9739 Epoch 1/1... Discriminator Loss: 0.7754... Generator Loss: 1.7070 Epoch 1/1... Discriminator Loss: 0.9236... Generator Loss: 1.1362 Epoch 1/1... Discriminator Loss: 0.7815... Generator Loss: 1.4029 Epoch 1/1... Discriminator Loss: 0.7756... Generator Loss: 1.2952 Epoch 1/1... Discriminator Loss: 0.9304... Generator Loss: 1.1851 Epoch 1/1... Discriminator Loss: 0.8137... Generator Loss: 1.5369 Epoch 1/1... Discriminator Loss: 1.0376... Generator Loss: 0.8994 Epoch 1/1... Discriminator Loss: 0.8742... Generator Loss: 1.9313
Epoch 1/1... Discriminator Loss: 1.0418... Generator Loss: 0.8838 Epoch 1/1... Discriminator Loss: 0.8283... Generator Loss: 1.3170 Epoch 1/1... Discriminator Loss: 0.8203... Generator Loss: 1.3429 Epoch 1/1... Discriminator Loss: 0.9242... Generator Loss: 0.9640 Epoch 1/1... Discriminator Loss: 0.8787... Generator Loss: 1.8259 Epoch 1/1... Discriminator Loss: 0.8989... Generator Loss: 1.0085 Epoch 1/1... Discriminator Loss: 0.8078... Generator Loss: 1.5421 Epoch 1/1... Discriminator Loss: 0.8470... Generator Loss: 1.2144 Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 1.6428 Epoch 1/1... Discriminator Loss: 0.9037... Generator Loss: 1.1071
Epoch 1/1... Discriminator Loss: 0.7828... Generator Loss: 1.5068 Epoch 1/1... Discriminator Loss: 0.7983... Generator Loss: 1.5728 Epoch 1/1... Discriminator Loss: 0.8505... Generator Loss: 1.1557 Epoch 1/1... Discriminator Loss: 0.8988... Generator Loss: 1.1544 Epoch 1/1... Discriminator Loss: 0.7754... Generator Loss: 1.8749 Epoch 1/1... Discriminator Loss: 0.7411... Generator Loss: 1.6619 Epoch 1/1... Discriminator Loss: 1.0728... Generator Loss: 0.7954 Epoch 1/1... Discriminator Loss: 0.8366... Generator Loss: 1.8158 Epoch 1/1... Discriminator Loss: 0.8464... Generator Loss: 1.2349 Epoch 1/1... Discriminator Loss: 1.0516... Generator Loss: 1.0249
Epoch 1/1... Discriminator Loss: 0.9003... Generator Loss: 0.9089 Epoch 1/1... Discriminator Loss: 0.9305... Generator Loss: 1.8210 Epoch 1/1... Discriminator Loss: 0.9649... Generator Loss: 0.8526 Epoch 1/1... Discriminator Loss: 0.9407... Generator Loss: 1.4398 Epoch 1/1... Discriminator Loss: 0.9537... Generator Loss: 1.7145 Epoch 1/1... Discriminator Loss: 0.9899... Generator Loss: 1.0268 Epoch 1/1... Discriminator Loss: 0.9090... Generator Loss: 1.4008 Epoch 1/1... Discriminator Loss: 0.7911... Generator Loss: 1.7302 Epoch 1/1... Discriminator Loss: 0.8691... Generator Loss: 1.0155 Epoch 1/1... Discriminator Loss: 0.9432... Generator Loss: 1.4087
Epoch 1/1... Discriminator Loss: 0.6950... Generator Loss: 1.7964 Epoch 1/1... Discriminator Loss: 1.2474... Generator Loss: 0.6661 Epoch 1/1... Discriminator Loss: 0.9481... Generator Loss: 2.4365 Epoch 1/1... Discriminator Loss: 1.0627... Generator Loss: 0.8000 Epoch 1/1... Discriminator Loss: 0.8767... Generator Loss: 1.3781 Epoch 1/1... Discriminator Loss: 0.9754... Generator Loss: 1.2129 Epoch 1/1... Discriminator Loss: 0.9442... Generator Loss: 1.1293 Epoch 1/1... Discriminator Loss: 0.8990... Generator Loss: 1.6111 Epoch 1/1... Discriminator Loss: 0.9162... Generator Loss: 1.1687 Epoch 1/1... Discriminator Loss: 0.8915... Generator Loss: 1.4118
Epoch 1/1... Discriminator Loss: 1.0272... Generator Loss: 0.8354 Epoch 1/1... Discriminator Loss: 0.8793... Generator Loss: 1.7544 Epoch 1/1... Discriminator Loss: 0.9692... Generator Loss: 0.9642 Epoch 1/1... Discriminator Loss: 0.8697... Generator Loss: 2.0332 Epoch 1/1... Discriminator Loss: 1.0598... Generator Loss: 0.8916 Epoch 1/1... Discriminator Loss: 0.7803... Generator Loss: 1.5153 Epoch 1/1... Discriminator Loss: 0.8382... Generator Loss: 1.6743 Epoch 1/1... Discriminator Loss: 0.9226... Generator Loss: 1.0889 Epoch 1/1... Discriminator Loss: 0.8076... Generator Loss: 1.6625 Epoch 1/1... Discriminator Loss: 0.9675... Generator Loss: 0.8961
Epoch 1/1... Discriminator Loss: 0.9219... Generator Loss: 1.2789 Epoch 1/1... Discriminator Loss: 0.8104... Generator Loss: 1.7436 Epoch 1/1... Discriminator Loss: 0.9756... Generator Loss: 0.9474 Epoch 1/1... Discriminator Loss: 0.8057... Generator Loss: 1.5838 Epoch 1/1... Discriminator Loss: 0.7913... Generator Loss: 1.7014 Epoch 1/1... Discriminator Loss: 1.0582... Generator Loss: 0.8685 Epoch 1/1... Discriminator Loss: 0.9083... Generator Loss: 1.3975 Epoch 1/1... Discriminator Loss: 0.9156... Generator Loss: 1.4182 Epoch 1/1... Discriminator Loss: 1.0162... Generator Loss: 0.9219 Epoch 1/1... Discriminator Loss: 0.7847... Generator Loss: 1.4898
Epoch 1/1... Discriminator Loss: 0.8671... Generator Loss: 1.1495 Epoch 1/1... Discriminator Loss: 0.8175... Generator Loss: 1.6003 Epoch 1/1... Discriminator Loss: 0.9773... Generator Loss: 1.0273 Epoch 1/1... Discriminator Loss: 0.9531... Generator Loss: 1.0270 Epoch 1/1... Discriminator Loss: 0.9241... Generator Loss: 1.8049 Epoch 1/1... Discriminator Loss: 0.9807... Generator Loss: 1.0436 Epoch 1/1... Discriminator Loss: 0.9856... Generator Loss: 1.1859 Epoch 1/1... Discriminator Loss: 0.8918... Generator Loss: 1.6708 Epoch 1/1... Discriminator Loss: 0.9183... Generator Loss: 0.8981 Epoch 1/1... Discriminator Loss: 0.9807... Generator Loss: 1.5014
Epoch 1/1... Discriminator Loss: 0.8819... Generator Loss: 1.1328 Epoch 1/1... Discriminator Loss: 0.8039... Generator Loss: 1.5736 Epoch 1/1... Discriminator Loss: 0.9182... Generator Loss: 0.9244 Epoch 1/1... Discriminator Loss: 0.8653... Generator Loss: 1.7080 Epoch 1/1... Discriminator Loss: 0.8108... Generator Loss: 1.4164 Epoch 1/1... Discriminator Loss: 0.8347... Generator Loss: 1.1095 Epoch 1/1... Discriminator Loss: 0.8002... Generator Loss: 1.3579 Epoch 1/1... Discriminator Loss: 0.8127... Generator Loss: 1.3437 Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 0.8789 Epoch 1/1... Discriminator Loss: 0.8784... Generator Loss: 2.3357
Epoch 1/1... Discriminator Loss: 0.9297... Generator Loss: 0.9474 Epoch 1/1... Discriminator Loss: 0.8122... Generator Loss: 1.6869 Epoch 1/1... Discriminator Loss: 0.8938... Generator Loss: 1.0919 Epoch 1/1... Discriminator Loss: 0.8610... Generator Loss: 1.6101 Epoch 1/1... Discriminator Loss: 0.7365... Generator Loss: 1.4075 Epoch 1/1... Discriminator Loss: 0.9342... Generator Loss: 1.1171 Epoch 1/1... Discriminator Loss: 0.9256... Generator Loss: 1.9075 Epoch 1/1... Discriminator Loss: 0.9071... Generator Loss: 1.1439 Epoch 1/1... Discriminator Loss: 0.8248... Generator Loss: 1.2444 Epoch 1/1... Discriminator Loss: 0.8867... Generator Loss: 1.5438
Epoch 1/1... Discriminator Loss: 0.7842... Generator Loss: 1.3707 Epoch 1/1... Discriminator Loss: 0.8433... Generator Loss: 1.4612 Epoch 1/1... Discriminator Loss: 0.7819... Generator Loss: 1.4662 Epoch 1/1... Discriminator Loss: 0.8859... Generator Loss: 0.9852 Epoch 1/1... Discriminator Loss: 0.9571... Generator Loss: 1.2485 Epoch 1/1... Discriminator Loss: 0.8244... Generator Loss: 1.3644 Epoch 1/1... Discriminator Loss: 0.9416... Generator Loss: 1.0455 Epoch 1/1... Discriminator Loss: 0.9164... Generator Loss: 2.2678 Epoch 1/1... Discriminator Loss: 0.8943... Generator Loss: 0.9512 Epoch 1/1... Discriminator Loss: 0.7358... Generator Loss: 1.6082
Epoch 1/1... Discriminator Loss: 0.8000... Generator Loss: 1.4414 Epoch 1/1... Discriminator Loss: 0.8594... Generator Loss: 1.3301 Epoch 1/1... Discriminator Loss: 0.9040... Generator Loss: 1.1014 Epoch 1/1... Discriminator Loss: 0.7985... Generator Loss: 1.2943 Epoch 1/1... Discriminator Loss: 1.0217... Generator Loss: 0.9921 Epoch 1/1... Discriminator Loss: 1.0442... Generator Loss: 1.2543 Epoch 1/1... Discriminator Loss: 0.7456... Generator Loss: 1.5129 Epoch 1/1... Discriminator Loss: 0.8766... Generator Loss: 1.2040 Epoch 1/1... Discriminator Loss: 0.8594... Generator Loss: 1.4203 Epoch 1/1... Discriminator Loss: 0.7529... Generator Loss: 1.6157
Epoch 1/1... Discriminator Loss: 0.8450... Generator Loss: 1.1286 Epoch 1/1... Discriminator Loss: 0.7467... Generator Loss: 1.7642 Epoch 1/1... Discriminator Loss: 0.7340... Generator Loss: 1.4873 Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 0.9500 Epoch 1/1... Discriminator Loss: 1.0537... Generator Loss: 2.0696 Epoch 1/1... Discriminator Loss: 0.8769... Generator Loss: 1.2066 Epoch 1/1... Discriminator Loss: 0.8621... Generator Loss: 1.4010 Epoch 1/1... Discriminator Loss: 1.0467... Generator Loss: 0.8830 Epoch 1/1... Discriminator Loss: 0.9074... Generator Loss: 1.2811 Epoch 1/1... Discriminator Loss: 0.8205... Generator Loss: 1.2791
Epoch 1/1... Discriminator Loss: 0.8787... Generator Loss: 1.4589 Epoch 1/1... Discriminator Loss: 0.9945... Generator Loss: 1.0544 Epoch 1/1... Discriminator Loss: 0.8447... Generator Loss: 1.1996 Epoch 1/1... Discriminator Loss: 0.8182... Generator Loss: 1.7702 Epoch 1/1... Discriminator Loss: 0.9281... Generator Loss: 1.0866 Epoch 1/1... Discriminator Loss: 0.7270... Generator Loss: 1.4652 Epoch 1/1... Discriminator Loss: 0.8478... Generator Loss: 1.0537 Epoch 1/1... Discriminator Loss: 0.8037... Generator Loss: 1.6189 Epoch 1/1... Discriminator Loss: 0.7570... Generator Loss: 1.5348 Epoch 1/1... Discriminator Loss: 0.9342... Generator Loss: 0.9171
Epoch 1/1... Discriminator Loss: 0.8031... Generator Loss: 2.0830 Epoch 1/1... Discriminator Loss: 0.8038... Generator Loss: 1.2148 Epoch 1/1... Discriminator Loss: 0.8910... Generator Loss: 0.9934 Epoch 1/1... Discriminator Loss: 0.9153... Generator Loss: 2.0638 Epoch 1/1... Discriminator Loss: 1.1790... Generator Loss: 0.7514 Epoch 1/1... Discriminator Loss: 0.9983... Generator Loss: 2.1454 Epoch 1/1... Discriminator Loss: 0.9082... Generator Loss: 1.0927 Epoch 1/1... Discriminator Loss: 0.8583... Generator Loss: 1.8288 Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.7339 Epoch 1/1... Discriminator Loss: 1.0276... Generator Loss: 1.8490
Epoch 1/1... Discriminator Loss: 0.9058... Generator Loss: 1.0157 Epoch 1/1... Discriminator Loss: 0.9866... Generator Loss: 1.2280 Epoch 1/1... Discriminator Loss: 0.8984... Generator Loss: 1.1987 Epoch 1/1... Discriminator Loss: 1.0811... Generator Loss: 0.8849 Epoch 1/1... Discriminator Loss: 0.9338... Generator Loss: 1.4622 Epoch 1/1... Discriminator Loss: 0.6768... Generator Loss: 1.4668 Epoch 1/1... Discriminator Loss: 0.8926... Generator Loss: 1.1809 Epoch 1/1... Discriminator Loss: 0.8930... Generator Loss: 1.5201 Epoch 1/1... Discriminator Loss: 0.8138... Generator Loss: 1.2387 Epoch 1/1... Discriminator Loss: 0.9043... Generator Loss: 1.5442
Epoch 1/1... Discriminator Loss: 0.8772... Generator Loss: 0.9748 Epoch 1/1... Discriminator Loss: 0.9094... Generator Loss: 1.4765 Epoch 1/1... Discriminator Loss: 0.7631... Generator Loss: 1.5412 Epoch 1/1... Discriminator Loss: 0.9149... Generator Loss: 1.0730 Epoch 1/1... Discriminator Loss: 0.8228... Generator Loss: 1.7162 Epoch 1/1... Discriminator Loss: 1.0215... Generator Loss: 0.9735 Epoch 1/1... Discriminator Loss: 1.1113... Generator Loss: 2.1348 Epoch 1/1... Discriminator Loss: 1.0282... Generator Loss: 0.8377 Epoch 1/1... Discriminator Loss: 0.9427... Generator Loss: 2.1267 Epoch 1/1... Discriminator Loss: 1.0005... Generator Loss: 0.9648
Epoch 1/1... Discriminator Loss: 0.9330... Generator Loss: 1.8021 Epoch 1/1... Discriminator Loss: 1.0626... Generator Loss: 0.8033 Epoch 1/1... Discriminator Loss: 0.9038... Generator Loss: 1.9747 Epoch 1/1... Discriminator Loss: 0.9845... Generator Loss: 1.0492 Epoch 1/1... Discriminator Loss: 0.9530... Generator Loss: 1.2373 Epoch 1/1... Discriminator Loss: 0.8620... Generator Loss: 1.6811 Epoch 1/1... Discriminator Loss: 0.7476... Generator Loss: 1.3161 Epoch 1/1... Discriminator Loss: 0.9020... Generator Loss: 1.0992 Epoch 1/1... Discriminator Loss: 0.8864... Generator Loss: 1.4058 Epoch 1/1... Discriminator Loss: 0.8839... Generator Loss: 1.5037
Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 1.0796 Epoch 1/1... Discriminator Loss: 0.8806... Generator Loss: 1.2863 Epoch 1/1... Discriminator Loss: 0.8303... Generator Loss: 1.5904 Epoch 1/1... Discriminator Loss: 0.7731... Generator Loss: 1.2760 Epoch 1/1... Discriminator Loss: 0.6938... Generator Loss: 1.6742 Epoch 1/1... Discriminator Loss: 1.0363... Generator Loss: 0.8867 Epoch 1/1... Discriminator Loss: 0.7890... Generator Loss: 1.7833 Epoch 1/1... Discriminator Loss: 0.8688... Generator Loss: 1.0457 Epoch 1/1... Discriminator Loss: 0.8893... Generator Loss: 1.5084 Epoch 1/1... Discriminator Loss: 0.8999... Generator Loss: 1.1710
Epoch 1/1... Discriminator Loss: 0.8278... Generator Loss: 1.5152 Epoch 1/1... Discriminator Loss: 0.8949... Generator Loss: 1.0576 Epoch 1/1... Discriminator Loss: 0.7967... Generator Loss: 1.9420 Epoch 1/1... Discriminator Loss: 1.0542... Generator Loss: 0.8794 Epoch 1/1... Discriminator Loss: 0.8496... Generator Loss: 1.7543 Epoch 1/1... Discriminator Loss: 0.9522... Generator Loss: 1.0020 Epoch 1/1... Discriminator Loss: 0.8205... Generator Loss: 1.8142 Epoch 1/1... Discriminator Loss: 0.7617... Generator Loss: 1.2162 Epoch 1/1... Discriminator Loss: 0.8124... Generator Loss: 1.2386 Epoch 1/1... Discriminator Loss: 0.8347... Generator Loss: 1.5926
Epoch 1/1... Discriminator Loss: 1.0053... Generator Loss: 0.9327 Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 2.0319 Epoch 1/1... Discriminator Loss: 0.9695... Generator Loss: 0.9310 Epoch 1/1... Discriminator Loss: 0.9346... Generator Loss: 2.1107 Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.7957 Epoch 1/1... Discriminator Loss: 0.9176... Generator Loss: 1.8767 Epoch 1/1... Discriminator Loss: 0.9771... Generator Loss: 0.9006 Epoch 1/1... Discriminator Loss: 0.8732... Generator Loss: 2.0375 Epoch 1/1... Discriminator Loss: 0.8069... Generator Loss: 1.1699 Epoch 1/1... Discriminator Loss: 0.8550... Generator Loss: 1.2368
Epoch 1/1... Discriminator Loss: 0.9467... Generator Loss: 1.2777 Epoch 1/1... Discriminator Loss: 0.9321... Generator Loss: 0.9939 Epoch 1/1... Discriminator Loss: 1.0671... Generator Loss: 0.9335 Epoch 1/1... Discriminator Loss: 0.7484... Generator Loss: 1.8526 Epoch 1/1... Discriminator Loss: 0.8999... Generator Loss: 1.0178 Epoch 1/1... Discriminator Loss: 0.9198... Generator Loss: 1.2152 Epoch 1/1... Discriminator Loss: 0.8703... Generator Loss: 1.2315 Epoch 1/1... Discriminator Loss: 0.8086... Generator Loss: 1.3330 Epoch 1/1... Discriminator Loss: 0.7882... Generator Loss: 1.4518 Epoch 1/1... Discriminator Loss: 1.1082... Generator Loss: 0.8364
Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 1.5357 Epoch 1/1... Discriminator Loss: 0.8273... Generator Loss: 1.2688 Epoch 1/1... Discriminator Loss: 0.9065... Generator Loss: 1.1643 Epoch 1/1... Discriminator Loss: 0.8593... Generator Loss: 1.8456 Epoch 1/1... Discriminator Loss: 0.7962... Generator Loss: 1.2437 Epoch 1/1... Discriminator Loss: 0.7728... Generator Loss: 1.2407 Epoch 1/1... Discriminator Loss: 0.8636... Generator Loss: 1.3083 Epoch 1/1... Discriminator Loss: 0.9748... Generator Loss: 1.0361 Epoch 1/1... Discriminator Loss: 0.7287... Generator Loss: 1.9504 Epoch 1/1... Discriminator Loss: 0.8633... Generator Loss: 1.0287
Epoch 1/1... Discriminator Loss: 0.7776... Generator Loss: 1.7612 Epoch 1/1... Discriminator Loss: 0.8848... Generator Loss: 0.9342 Epoch 1/1... Discriminator Loss: 0.8428... Generator Loss: 1.8174 Epoch 1/1... Discriminator Loss: 0.8952... Generator Loss: 1.0503 Epoch 1/1... Discriminator Loss: 0.8727... Generator Loss: 1.3580 Epoch 1/1... Discriminator Loss: 0.7858... Generator Loss: 1.8798 Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 0.7123 Epoch 1/1... Discriminator Loss: 0.9346... Generator Loss: 1.7143 Epoch 1/1... Discriminator Loss: 0.8395... Generator Loss: 0.9760 Epoch 1/1... Discriminator Loss: 1.0601... Generator Loss: 1.6795
Epoch 1/1... Discriminator Loss: 0.7122... Generator Loss: 1.5185 Epoch 1/1... Discriminator Loss: 1.1430... Generator Loss: 0.8160 Epoch 1/1... Discriminator Loss: 0.9267... Generator Loss: 1.2502 Epoch 1/1... Discriminator Loss: 0.8967... Generator Loss: 1.7845 Epoch 1/1... Discriminator Loss: 0.9475... Generator Loss: 0.9458 Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 1.5579 Epoch 1/1... Discriminator Loss: 0.8606... Generator Loss: 1.1466 Epoch 1/1... Discriminator Loss: 0.7949... Generator Loss: 1.4834 Epoch 1/1... Discriminator Loss: 0.7313... Generator Loss: 1.5630 Epoch 1/1... Discriminator Loss: 1.1539... Generator Loss: 0.7283
Epoch 1/1... Discriminator Loss: 1.0752... Generator Loss: 1.8878 Epoch 1/1... Discriminator Loss: 0.9012... Generator Loss: 1.0047 Epoch 1/1... Discriminator Loss: 0.9236... Generator Loss: 1.3759 Epoch 1/1... Discriminator Loss: 0.8231... Generator Loss: 1.4576 Epoch 1/1... Discriminator Loss: 0.8040... Generator Loss: 1.1176 Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 1.4138 Epoch 1/1... Discriminator Loss: 0.9122... Generator Loss: 1.0557 Epoch 1/1... Discriminator Loss: 0.7250... Generator Loss: 1.5122 Epoch 1/1... Discriminator Loss: 0.9160... Generator Loss: 1.1268 Epoch 1/1... Discriminator Loss: 0.8814... Generator Loss: 1.0926
Epoch 1/1... Discriminator Loss: 0.8763... Generator Loss: 1.8642 Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 0.9795 Epoch 1/1... Discriminator Loss: 0.8272... Generator Loss: 1.5804 Epoch 1/1... Discriminator Loss: 0.9420... Generator Loss: 1.0457 Epoch 1/1... Discriminator Loss: 0.8547... Generator Loss: 1.2443 Epoch 1/1... Discriminator Loss: 0.8056... Generator Loss: 1.4472 Epoch 1/1... Discriminator Loss: 0.8839... Generator Loss: 1.3369 Epoch 1/1... Discriminator Loss: 0.7314... Generator Loss: 1.8296 Epoch 1/1... Discriminator Loss: 1.0733... Generator Loss: 0.7583 Epoch 1/1... Discriminator Loss: 0.8869... Generator Loss: 1.8752
Epoch 1/1... Discriminator Loss: 0.8575... Generator Loss: 1.2722 Epoch 1/1... Discriminator Loss: 1.3442... Generator Loss: 0.6971 Epoch 1/1... Discriminator Loss: 1.0661... Generator Loss: 1.7147 Epoch 1/1... Discriminator Loss: 0.9599... Generator Loss: 1.1013 Epoch 1/1... Discriminator Loss: 0.9315... Generator Loss: 1.0645 Epoch 1/1... Discriminator Loss: 1.0883... Generator Loss: 1.0389 Epoch 1/1... Discriminator Loss: 0.9450... Generator Loss: 1.6249 Epoch 1/1... Discriminator Loss: 0.9123... Generator Loss: 1.0210 Epoch 1/1... Discriminator Loss: 0.7621... Generator Loss: 1.3788 Epoch 1/1... Discriminator Loss: 0.8906... Generator Loss: 1.0899
Epoch 1/1... Discriminator Loss: 0.9523... Generator Loss: 1.1091 Epoch 1/1... Discriminator Loss: 0.9974... Generator Loss: 2.0803 Epoch 1/1... Discriminator Loss: 1.1168... Generator Loss: 0.7429 Epoch 1/1... Discriminator Loss: 1.1442... Generator Loss: 2.4825 Epoch 1/1... Discriminator Loss: 1.2496... Generator Loss: 0.7038 Epoch 1/1... Discriminator Loss: 1.4443... Generator Loss: 2.3508 Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.6174 Epoch 1/1... Discriminator Loss: 1.0404... Generator Loss: 2.0215 Epoch 1/1... Discriminator Loss: 0.9701... Generator Loss: 0.8848 Epoch 1/1... Discriminator Loss: 0.7669... Generator Loss: 1.3749
Epoch 1/1... Discriminator Loss: 0.9035... Generator Loss: 1.5075 Epoch 1/1... Discriminator Loss: 0.9893... Generator Loss: 0.9374 Epoch 1/1... Discriminator Loss: 0.9881... Generator Loss: 1.3310 Epoch 1/1... Discriminator Loss: 0.9957... Generator Loss: 1.2867 Epoch 1/1... Discriminator Loss: 0.8607... Generator Loss: 1.1503 Epoch 1/1... Discriminator Loss: 0.7575... Generator Loss: 1.4209 Epoch 1/1... Discriminator Loss: 1.0332... Generator Loss: 0.9519 Epoch 1/1... Discriminator Loss: 0.8005... Generator Loss: 1.3238 Epoch 1/1... Discriminator Loss: 0.9932... Generator Loss: 1.1658 Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 1.8415
Epoch 1/1... Discriminator Loss: 0.9089... Generator Loss: 1.0165 Epoch 1/1... Discriminator Loss: 0.7884... Generator Loss: 1.6156 Epoch 1/1... Discriminator Loss: 0.8245... Generator Loss: 1.3362 Epoch 1/1... Discriminator Loss: 0.7978... Generator Loss: 1.2079 Epoch 1/1... Discriminator Loss: 0.8044... Generator Loss: 1.2217 Epoch 1/1... Discriminator Loss: 0.8203... Generator Loss: 1.5187 Epoch 1/1... Discriminator Loss: 1.2058... Generator Loss: 0.7944 Epoch 1/1... Discriminator Loss: 0.8607... Generator Loss: 1.3892 Epoch 1/1... Discriminator Loss: 0.8628... Generator Loss: 1.2653 Epoch 1/1... Discriminator Loss: 1.1317... Generator Loss: 0.6878
Epoch 1/1... Discriminator Loss: 1.1495... Generator Loss: 2.1635 Epoch 1/1... Discriminator Loss: 0.8625... Generator Loss: 1.1146 Epoch 1/1... Discriminator Loss: 0.7781... Generator Loss: 1.2098 Epoch 1/1... Discriminator Loss: 0.8524... Generator Loss: 1.9159 Epoch 1/1... Discriminator Loss: 0.8291... Generator Loss: 1.0788 Epoch 1/1... Discriminator Loss: 0.9282... Generator Loss: 1.0097 Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 1.9676 Epoch 1/1... Discriminator Loss: 1.1739... Generator Loss: 0.8117 Epoch 1/1... Discriminator Loss: 1.0223... Generator Loss: 1.8430 Epoch 1/1... Discriminator Loss: 0.8636... Generator Loss: 1.1264
Epoch 1/1... Discriminator Loss: 0.8346... Generator Loss: 1.6414 Epoch 1/1... Discriminator Loss: 0.9388... Generator Loss: 0.9598 Epoch 1/1... Discriminator Loss: 0.7135... Generator Loss: 1.6841 Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 1.1876 Epoch 1/1... Discriminator Loss: 0.7338... Generator Loss: 1.4867 Epoch 1/1... Discriminator Loss: 0.8752... Generator Loss: 1.1687 Epoch 1/1... Discriminator Loss: 0.9125... Generator Loss: 1.0894 Epoch 1/1... Discriminator Loss: 0.7648... Generator Loss: 1.8298 Epoch 1/1... Discriminator Loss: 0.8261... Generator Loss: 1.1847 Epoch 1/1... Discriminator Loss: 0.8672... Generator Loss: 1.2998
Epoch 1/1... Discriminator Loss: 0.9106... Generator Loss: 1.2391 Epoch 1/1... Discriminator Loss: 0.7360... Generator Loss: 1.5184 Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 0.8685 Epoch 1/1... Discriminator Loss: 0.8087... Generator Loss: 1.8056 Epoch 1/1... Discriminator Loss: 0.9233... Generator Loss: 0.9995 Epoch 1/1... Discriminator Loss: 0.7485... Generator Loss: 1.8243 Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 0.8375 Epoch 1/1... Discriminator Loss: 0.9379... Generator Loss: 1.5295 Epoch 1/1... Discriminator Loss: 0.9363... Generator Loss: 1.0370 Epoch 1/1... Discriminator Loss: 0.9185... Generator Loss: 1.7128
Epoch 1/1... Discriminator Loss: 0.9228... Generator Loss: 0.9717 Epoch 1/1... Discriminator Loss: 0.8657... Generator Loss: 1.2136 Epoch 1/1... Discriminator Loss: 0.9603... Generator Loss: 1.8951 Epoch 1/1... Discriminator Loss: 0.9849... Generator Loss: 0.8222 Epoch 1/1... Discriminator Loss: 0.8527... Generator Loss: 1.5313 Epoch 1/1... Discriminator Loss: 0.8161... Generator Loss: 1.3421 Epoch 1/1... Discriminator Loss: 0.7591... Generator Loss: 1.4282 Epoch 1/1... Discriminator Loss: 0.9869... Generator Loss: 0.7965 Epoch 1/1... Discriminator Loss: 0.8119... Generator Loss: 1.7209 Epoch 1/1... Discriminator Loss: 0.8895... Generator Loss: 1.3294
Epoch 1/1... Discriminator Loss: 0.7638... Generator Loss: 1.4842 Epoch 1/1... Discriminator Loss: 0.8742... Generator Loss: 1.0435 Epoch 1/1... Discriminator Loss: 0.7689... Generator Loss: 1.6101 Epoch 1/1... Discriminator Loss: 0.8669... Generator Loss: 1.0437 Epoch 1/1... Discriminator Loss: 0.8828... Generator Loss: 1.1685 Epoch 1/1... Discriminator Loss: 0.8522... Generator Loss: 1.7012 Epoch 1/1... Discriminator Loss: 1.2372... Generator Loss: 0.7503 Epoch 1/1... Discriminator Loss: 1.0985... Generator Loss: 1.7957 Epoch 1/1... Discriminator Loss: 0.8317... Generator Loss: 1.3776 Epoch 1/1... Discriminator Loss: 0.8342... Generator Loss: 1.2268
Epoch 1/1... Discriminator Loss: 0.8469... Generator Loss: 1.1310 Epoch 1/1... Discriminator Loss: 0.8963... Generator Loss: 1.4164 Epoch 1/1... Discriminator Loss: 0.8676... Generator Loss: 1.2625 Epoch 1/1... Discriminator Loss: 0.7296... Generator Loss: 1.5265 Epoch 1/1... Discriminator Loss: 0.6226... Generator Loss: 2.1481 Epoch 1/1... Discriminator Loss: 1.0981... Generator Loss: 0.7592 Epoch 1/1... Discriminator Loss: 1.1839... Generator Loss: 2.1255 Epoch 1/1... Discriminator Loss: 1.1982... Generator Loss: 0.7236 Epoch 1/1... Discriminator Loss: 0.8855... Generator Loss: 1.9544 Epoch 1/1... Discriminator Loss: 0.8377... Generator Loss: 1.3820
Epoch 1/1... Discriminator Loss: 1.0725... Generator Loss: 0.8995 Epoch 1/1... Discriminator Loss: 1.0504... Generator Loss: 1.7241 Epoch 1/1... Discriminator Loss: 0.9230... Generator Loss: 1.2759 Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.8015 Epoch 1/1... Discriminator Loss: 0.9759... Generator Loss: 1.5494 Epoch 1/1... Discriminator Loss: 0.8427... Generator Loss: 1.2977 Epoch 1/1... Discriminator Loss: 0.8533... Generator Loss: 1.0381 Epoch 1/1... Discriminator Loss: 0.8720... Generator Loss: 1.4684 Epoch 1/1... Discriminator Loss: 0.8098... Generator Loss: 1.6167 Epoch 1/1... Discriminator Loss: 0.9285... Generator Loss: 1.0522
Epoch 1/1... Discriminator Loss: 0.8283... Generator Loss: 1.5462 Epoch 1/1... Discriminator Loss: 0.9300... Generator Loss: 1.0672 Epoch 1/1... Discriminator Loss: 0.8210... Generator Loss: 1.4758 Epoch 1/1... Discriminator Loss: 0.9372... Generator Loss: 0.9604 Epoch 1/1... Discriminator Loss: 0.9101... Generator Loss: 1.9606 Epoch 1/1... Discriminator Loss: 0.7348... Generator Loss: 1.5413 Epoch 1/1... Discriminator Loss: 0.8732... Generator Loss: 1.0729 Epoch 1/1... Discriminator Loss: 0.8612... Generator Loss: 1.5472 Epoch 1/1... Discriminator Loss: 0.9352... Generator Loss: 0.9805 Epoch 1/1... Discriminator Loss: 0.9019... Generator Loss: 1.4157
Epoch 1/1... Discriminator Loss: 0.8141... Generator Loss: 1.3883 Epoch 1/1... Discriminator Loss: 0.7485... Generator Loss: 1.2827 Epoch 1/1... Discriminator Loss: 0.8831... Generator Loss: 1.1198 Epoch 1/1... Discriminator Loss: 0.8281... Generator Loss: 1.5591 Epoch 1/1... Discriminator Loss: 0.9194... Generator Loss: 1.0767 Epoch 1/1... Discriminator Loss: 0.9211... Generator Loss: 1.0094 Epoch 1/1... Discriminator Loss: 0.7887... Generator Loss: 2.0921 Epoch 1/1... Discriminator Loss: 0.8263... Generator Loss: 1.2345 Epoch 1/1... Discriminator Loss: 0.8077... Generator Loss: 1.3725 Epoch 1/1... Discriminator Loss: 0.8265... Generator Loss: 1.4720
Epoch 1/1... Discriminator Loss: 0.7017... Generator Loss: 1.7703 Epoch 1/1... Discriminator Loss: 0.8362... Generator Loss: 1.2309 Epoch 1/1... Discriminator Loss: 0.7876... Generator Loss: 1.2990 Epoch 1/1... Discriminator Loss: 0.7329... Generator Loss: 1.6630 Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 0.9424 Epoch 1/1... Discriminator Loss: 0.8963... Generator Loss: 1.2038 Epoch 1/1... Discriminator Loss: 0.9100... Generator Loss: 1.4118 Epoch 1/1... Discriminator Loss: 0.8410... Generator Loss: 1.2972 Epoch 1/1... Discriminator Loss: 0.9434... Generator Loss: 1.0046 Epoch 1/1... Discriminator Loss: 0.8607... Generator Loss: 2.3553
Epoch 1/1... Discriminator Loss: 1.4015... Generator Loss: 0.6217 Epoch 1/1... Discriminator Loss: 1.7106... Generator Loss: 2.2598 Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.7181 Epoch 1/1... Discriminator Loss: 1.1944... Generator Loss: 2.0727 Epoch 1/1... Discriminator Loss: 0.9985... Generator Loss: 0.9008 Epoch 1/1... Discriminator Loss: 0.8436... Generator Loss: 1.5371 Epoch 1/1... Discriminator Loss: 1.0040... Generator Loss: 1.2158 Epoch 1/1... Discriminator Loss: 0.9864... Generator Loss: 0.9501 Epoch 1/1... Discriminator Loss: 0.7231... Generator Loss: 1.5272 Epoch 1/1... Discriminator Loss: 0.8888... Generator Loss: 1.3439
Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 1.1544 Epoch 1/1... Discriminator Loss: 0.7802... Generator Loss: 1.3447 Epoch 1/1... Discriminator Loss: 0.8856... Generator Loss: 1.3405 Epoch 1/1... Discriminator Loss: 0.9393... Generator Loss: 1.1008 Epoch 1/1... Discriminator Loss: 0.7377... Generator Loss: 1.5954 Epoch 1/1... Discriminator Loss: 0.8313... Generator Loss: 1.5872 Epoch 1/1... Discriminator Loss: 1.2087... Generator Loss: 0.7213 Epoch 1/1... Discriminator Loss: 0.9534... Generator Loss: 1.7153 Epoch 1/1... Discriminator Loss: 0.8514... Generator Loss: 1.1828 Epoch 1/1... Discriminator Loss: 0.8508... Generator Loss: 2.0202
Epoch 1/1... Discriminator Loss: 1.1038... Generator Loss: 0.7174 Epoch 1/1... Discriminator Loss: 0.9821... Generator Loss: 1.9712 Epoch 1/1... Discriminator Loss: 1.0821... Generator Loss: 0.8209 Epoch 1/1... Discriminator Loss: 1.1151... Generator Loss: 1.6800 Epoch 1/1... Discriminator Loss: 1.0567... Generator Loss: 0.7633 Epoch 1/1... Discriminator Loss: 1.2035... Generator Loss: 1.7326 Epoch 1/1... Discriminator Loss: 1.0486... Generator Loss: 0.9757 Epoch 1/1... Discriminator Loss: 0.8288... Generator Loss: 1.8288 Epoch 1/1... Discriminator Loss: 0.8401... Generator Loss: 1.3280 Epoch 1/1... Discriminator Loss: 0.8740... Generator Loss: 1.1124
Epoch 1/1... Discriminator Loss: 0.9289... Generator Loss: 1.5453 Epoch 1/1... Discriminator Loss: 1.0514... Generator Loss: 0.8688 Epoch 1/1... Discriminator Loss: 0.9497... Generator Loss: 1.9283 Epoch 1/1... Discriminator Loss: 0.8412... Generator Loss: 1.0775 Epoch 1/1... Discriminator Loss: 0.9601... Generator Loss: 1.0507 Epoch 1/1... Discriminator Loss: 0.9086... Generator Loss: 1.3774 Epoch 1/1... Discriminator Loss: 0.9035... Generator Loss: 1.2675 Epoch 1/1... Discriminator Loss: 0.7840... Generator Loss: 1.3984 Epoch 1/1... Discriminator Loss: 0.7534... Generator Loss: 1.7242 Epoch 1/1... Discriminator Loss: 0.7445... Generator Loss: 1.2932
Epoch 1/1... Discriminator Loss: 0.7488... Generator Loss: 1.4359 Epoch 1/1... Discriminator Loss: 0.7883... Generator Loss: 1.3349 Epoch 1/1... Discriminator Loss: 0.7924... Generator Loss: 1.5036 Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.9423 Epoch 1/1... Discriminator Loss: 0.7898... Generator Loss: 1.7266 Epoch 1/1... Discriminator Loss: 0.6868... Generator Loss: 1.9530 Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 1.0050 Epoch 1/1... Discriminator Loss: 0.8809... Generator Loss: 1.8466 Epoch 1/1... Discriminator Loss: 0.8577... Generator Loss: 1.0959 Epoch 1/1... Discriminator Loss: 0.8202... Generator Loss: 1.2619
Epoch 1/1... Discriminator Loss: 0.8493... Generator Loss: 1.2602 Epoch 1/1... Discriminator Loss: 0.8378... Generator Loss: 1.1667 Epoch 1/1... Discriminator Loss: 0.8700... Generator Loss: 1.3522 Epoch 1/1... Discriminator Loss: 0.9020... Generator Loss: 1.2781 Epoch 1/1... Discriminator Loss: 0.7748... Generator Loss: 1.4177 Epoch 1/1... Discriminator Loss: 0.8585... Generator Loss: 1.1737 Epoch 1/1... Discriminator Loss: 0.8320... Generator Loss: 1.3572 Epoch 1/1... Discriminator Loss: 0.7772... Generator Loss: 1.2923 Epoch 1/1... Discriminator Loss: 0.9025... Generator Loss: 1.0908 Epoch 1/1... Discriminator Loss: 0.7981... Generator Loss: 1.7216
Epoch 1/1... Discriminator Loss: 0.8793... Generator Loss: 1.0031 Epoch 1/1... Discriminator Loss: 0.7365... Generator Loss: 1.4132 Epoch 1/1... Discriminator Loss: 0.8356... Generator Loss: 1.1069 Epoch 1/1... Discriminator Loss: 0.7660... Generator Loss: 1.5857 Epoch 1/1... Discriminator Loss: 0.8232... Generator Loss: 1.0634 Epoch 1/1... Discriminator Loss: 0.7414... Generator Loss: 1.5728 Epoch 1/1... Discriminator Loss: 0.8817... Generator Loss: 1.0743 Epoch 1/1... Discriminator Loss: 0.8073... Generator Loss: 1.2130 Epoch 1/1... Discriminator Loss: 0.8353... Generator Loss: 1.3118 Epoch 1/1... Discriminator Loss: 0.8613... Generator Loss: 1.3129
Epoch 1/1... Discriminator Loss: 1.0524... Generator Loss: 0.7731 Epoch 1/1... Discriminator Loss: 1.0326... Generator Loss: 2.2083 Epoch 1/1... Discriminator Loss: 0.8283... Generator Loss: 1.1891 Epoch 1/1... Discriminator Loss: 0.8062... Generator Loss: 1.2534 Epoch 1/1... Discriminator Loss: 0.7773... Generator Loss: 1.7954 Epoch 1/1... Discriminator Loss: 1.0323... Generator Loss: 0.9218 Epoch 1/1... Discriminator Loss: 0.8990... Generator Loss: 1.6118 Epoch 1/1... Discriminator Loss: 0.8927... Generator Loss: 1.1804 Epoch 1/1... Discriminator Loss: 0.8801... Generator Loss: 1.0000 Epoch 1/1... Discriminator Loss: 0.8125... Generator Loss: 1.9731
Epoch 1/1... Discriminator Loss: 0.8093... Generator Loss: 1.3550 Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 0.8234 Epoch 1/1... Discriminator Loss: 1.0016... Generator Loss: 2.0668 Epoch 1/1... Discriminator Loss: 0.8796... Generator Loss: 1.0132 Epoch 1/1... Discriminator Loss: 0.7714... Generator Loss: 1.4195 Epoch 1/1... Discriminator Loss: 0.8273... Generator Loss: 2.0171 Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 0.8518 Epoch 1/1... Discriminator Loss: 0.8267... Generator Loss: 1.4871 Epoch 1/1... Discriminator Loss: 0.7977... Generator Loss: 1.3851 Epoch 1/1... Discriminator Loss: 0.8593... Generator Loss: 1.2046
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.